89th Society of Exploration Geophysicists International ...

ISBN: 978-1-5108-9925-4

89th Society of Exploration Geophysicists International Exposition and Annual Meeting 2019

San Antonio, Texas, USA 15-20 September 2019

Volume 1 of 7

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SESSION LIST

LAND SEISMIC 1 ................................................................................................................................................................. 1

MARINE SEISMIC............................................................................................................................................................. 42

DEBLENDING AND SENSORS........................................................................................................................................ 77

CS AND SURVEY DESIGN ............................................................................................................................................. 117

MARINE OCEAN BOTTOM SEISMIC AND BOREHOLE........................................................................................ 157

LAND SEISMIC 2 ............................................................................................................................................................. 197

LAND SEISMIC 4 AND DATA COMPRESSION AND DRONE ................................................................................ 258

MARINE SEISMIC AND SURVEY DESIGN ................................................................................................................ 288

APPLICATIONS 1 ............................................................................................................................................................ 318

APPLICATIONS 2 ............................................................................................................................................................ 358

APPLICATIONS 3 ............................................................................................................................................................ 399

KINEMATICS AND VELOCITIES 2 ............................................................................................................................. 439

METHODS AND APPLICATIONS ................................................................................................................................ 479

KINEMATICS AND VELOCITIES 1 ............................................................................................................................. 509

CASE STUDIES 1 ............................................................................................................................................................. 529

METHODOLOGY 3 ......................................................................................................................................................... 569

WORKFLOWS.................................................................................................................................................................. 611

METHODOLOGY 1 ......................................................................................................................................................... 649

CASE STUDIES 2 ............................................................................................................................................................. 679

METHODOLOGY 2 ......................................................................................................................................................... 709

METHODOLOGY 4 ......................................................................................................................................................... 739

METHODOLOGY 5 ......................................................................................................................................................... 769

EM AND GRAVITY METHODS .................................................................................................................................... 799

ACOUSTIC METHODS 2 ................................................................................................................................................ 839

ACOUSTIC METHODS 1 ................................................................................................................................................ 880

EM METHODS ................................................................................................................................................................. 910

APPLICATIONS AND DEVELOPMENTS ................................................................................................................... 938

VSP, MODELING AND IMAGING APPROACHES.................................................................................................... 974

RESERVOIR AND FRACTURE MONITORING....................................................................................................... 1009

MODELING AND IMAGING ALGORITHMS........................................................................................................... 1050

THEORY, APPLICATION AND CASE STUDIES ..................................................................................................... 1090

MARINE APPLICATION.............................................................................................................................................. 1130

MODELING AND ANALYSIS ...................................................................................................................................... 1149

INVERSION AND INTERPRETATION ...................................................................................................................... 1179

REFLECTIONS AND JOINT MIGRATION ............................................................................................................... 1204

SALT MODEL UPDATING........................................................................................................................................... 1244

CYCLE-SKIPPING 2...................................................................................................................................................... 1285

CASE STUDIES .............................................................................................................................................................. 1325

REGULARIZATION TECHNIQUES 2........................................................................................................................ 1365

ELASTIC AND MULTIPARAMETER METHOD 2 .................................................................................................. 1405

THEORY AND NEW DEVELOPMENT ...................................................................................................................... 1445

NOVEL APPROACHES................................................................................................................................................. 1486

COMPUTATIONAL ISSUES ........................................................................................................................................ 1516

CYCLE-SKIPPING 1...................................................................................................................................................... 1546

ELASTIC AND MULTIPARAMETER METHOD 1 .................................................................................................. 1575

REGULARIZATION TECHNIQUES 1........................................................................................................................ 1605

FIELD APPLICATIONS AND PRACTICAL ISSUES ............................................................................................... 1635

STOCHASTIC METHODS............................................................................................................................................ 1665

POTENTIAL FIELDS INTERPRETATION VIA INVERSION AND MODELING ............................................... 1695

INVERSIONS IN POTENTIAL FIELDS INTERPRETATION ................................................................................ 1734

EXAMPLES AND METHODS FOR POTENTIAL FIELDS ..................................................................................... 1774

APPLICATIONS OF MODELING AND INVERSION .............................................................................................. 1803

APPLICATIONS OF MACHINE LEARNING AND INVERSION ........................................................................... 1838

CASE STUDIES 1 ........................................................................................................................................................... 1883

FAULTS AND FRACTURES......................................................................................................................................... 1918

DEPTH: CONTROL AND IMAGING .......................................................................................................................... 1958

CASE STUDIES 2 ........................................................................................................................................................... 1993

ATTRIBUTES AND INVERSION ................................................................................................................................ 2023

OFFSHORE TECHNIQUES .......................................................................................................................................... 2054

INDUCED SEISMICITY: OBSERVATIONS, ANALYSIS, AND PROCESSES 2................................................... 2079

NEW METHODS AND DEVELOPMENTS................................................................................................................. 2133

SEISMIC PROCESSING ............................................................................................................................................... 2197

INTERPRETATION 1 .................................................................................................................................................... 2238

SEISMIC INVERSION 1 ................................................................................................................................................ 2278

SEISMIC INVERSION 2 ................................................................................................................................................ 2318

INTERPRETATION 2 .................................................................................................................................................... 2358

INTERPRETATION 3 .................................................................................................................................................... 2398

SEISMIC PROCESSING AND INTERPRETATION 1 .............................................................................................. 2438







GEOPHYSICS: NOVEL CONCEPTS .......................................................................................................................... 2649

CASE STUDIES AND IMAGING 1 .............................................................................................................................. 2679

CASE STUDIES AND IMAGING 2 .............................................................................................................................. 2720

DYNAMIC COASTAL ENVIRONMENT: CROSSING THE LAND/SEA INTERFACE ...................................... 2750

ENGINEERING GEOPHYSICS ................................................................................................................................... 2787

IMAGING AND MODELING 1 .................................................................................................................................... 2828

APPLICATIONS FOR ARCHAEOLOGY, VOID, AND TARGET DETECTION.................................................. 2863

IMAGING AND MODELING 2 .................................................................................................................................... 2888

MACHINE LEARNING AND AIRBORNE GEOPHYSICS ...................................................................................... 2918

NOVEL METHODS........................................................................................................................................................ 2948

SEISMIC PROCESSING AND APPLICATIONS ....................................................................................................... 2979

CASE STUDIES: RESERVOIRS, OVERBURDEN .................................................................................................... 3011

LOCATIONS, MAGNITUDES AND DERIVED INFORMATION ........................................................................... 3051

LOCATIONS AND PICKING ....................................................................................................................................... 3091

CASE STUDIES: AMBIENT NOISE ............................................................................................................................ 3121

STATISTICAL METHODS AND MACHINE LEARNING ....................................................................................... 3151

INVERSION AND INTEGRATED STUDIES.............................................................................................................. 3185

GEOMECHANICS, FRACTURES AND FLOW 1 ...................................................................................................... 3225

CLASTICS AND CARBONATES ................................................................................................................................. 3260

ATTRIBUTES, TRANSFORMS AND NUMERICAL METHODS ........................................................................... 3299

CLASTICS, CARBONATES AND FACIES................................................................................................................. 3334

MACHINE LEARNING ................................................................................................................................................. 3364

INVERSION .................................................................................................................................................................... 3389

GEOMECHANICS, FRACTURES AND FLOW 2 ...................................................................................................... 3419

RESOLUTION, ATTRIBUTES AND UNCERTAINTY ............................................................................................. 3444

CLASTICS, CARBONATES, VOLCANICS AND IGNEOUS LITHOLOGY.......................................................... 3474

NOVEL METHODS........................................................................................................................................................ 3503

GEOMECHANICAL MODELS .................................................................................................................................... 3523

POROELASTICITY ....................................................................................................................................................... 3563

ACOUSTIC MODELING............................................................................................................................................... 3598

INDUCED FRACTURING............................................................................................................................................. 3638

RESERVOIR CHARACTERIZATION ........................................................................................................................ 3678

LATIN AMERICA - NEW PLAYS AND CHALLENGES ......................................................................................... 3708

METHODS FOR ELASTIC WAVES............................................................................................................................ 3745

ACOUSTIC, VISCO-ACOUSTIC AND VTI MODELING ........................................................................................ 3785

MODEL BUILDING AND MODELING ...................................................................................................................... 3825

MODELING METHODS ............................................................................................................................................... 3864

METHODS AND APPLICATIONS .............................................................................................................................. 3899

SIGNAL AND IMAGE PROCESSING......................................................................................................................... 3939

ENHANCED SEISMIC IMAGING ............................................................................................................................... 3979

DATA ACQUISITION AND PROCESSING ............................................................................................................... 4019

CASE STUDIES .............................................................................................................................................................. 4058

SIGNAL PROCESSING ................................................................................................................................................. 4082

NEW METHODS AND APPLICATIONS .................................................................................................................... 4107

ENHANCEMENT OF RTM AND ITS APPLICATIONS 1 ........................................................................................ 4131

LEAST SQUARES MIGRATION IMPROVEMENT AND APPLICATIONS 1 ...................................................... 4171

LEAST SQUARES MIGRATION APPLICATIONS AND DIFFRACTION IMAGING ........................................ 4211

Q-IMAGING, ELASIC AND OTHER IMAGING METHODS.................................................................................. 4251

NOVEL IMAGING METHODS AND APPLICATIONS 2......................................................................................... 4292


ENHANCEMENT OF RTM AND ITS APPLICATIONS 2 ........................................................................................ 4361

LEAST SQUARES MIGRATION IMPROVEMENT AND APPLICATIONS 2 ...................................................... 4390

ELASTIC AND OTHER IMAGING METHODS ........................................................................................................ 4420


DATA CONDITIONING AND NOISE REMOVAL.................................................................................................... 4480

MULTIPLES - THEORETICAL AND PRACTICAL ADVANCES .......................................................................... 4520

NOISE ATTENUATION, SAMPLING, SIGNAL RECONSTRUCTION ................................................................. 4560

ADVANCES IN PROCESSING METHODS AND APPLICATIONS ....................................................................... 4600

NOISE ATTENUATION AND SEISMIC DATA RECONSTRUCTION .................................................................. 4640

SEISMIC PROCESSING METHODS FOR WEAK SIGNALS AND STRONG NOISES....................................... 4670

NOISE ATTENUATION AND SIGNAL ENHANCEMENT ...................................................................................... 4700

RECENT ADVANCES AND THE ROAD AHEAD..................................................................................................... 4730

GEOSCIENTISTS WITHOUT BORDERS AND HUMANITARIAN GEOPHYSICS ............................................ 4772

SEG/AGU HYDROGEOPHYSICS ............................................................................................................................... 4809

DAS, BOREHOLE AND MICROSEISMIC GEOPHYSICS FOR UNCONVENTIONALS ................................... 4849

CO2 MONITORING....................................................................................................................................................... 4888

SEISMIC ADVANCEMENTS IN THE PERMIAN ..................................................................................................... 4928

MACHINE LEARNING AND ARTIFICIAL INTELLIGENCE APPLIED TO GEOPHYSICS............................ 4962

SURFACE WAVE METHOD APPLICATIONS ......................................................................................................... 5000

THEORETICAL DEVELOPMENTS IN IMAGING, INVERSION AND WAVE PHENOMENA ........................ 5040

NEW METHODS ON VELOCITY ANALYSIS .......................................................................................................... 5080

CASE STUDIES .............................................................................................................................................................. 5120

NEW METHODS ON TOMOGRAPHY....................................................................................................................... 5154

PRACTICAL ISSUES AND ANISOTROPY ................................................................................................................ 5184

ACQUISITION AND PROCESSING............................................................................................................................ 5214

CASE STUDIES .............................................................................................................................................................. 5250

INVERSION AND QUANTITATIVE INTERPRETATION ...................................................................................... 5290

APPLICATIONS, IMAGING, AND ANALYSIS ......................................................................................................... 5310

DAS PART 1: RECENT ADVANCES IN SUBSURFACE CHARACTERIZATION USING DISTRIBUTED ACOUSTIC SENSING AND THE ROAD AHEAD ......................................................................... 5350

MACHINE LEARNING AND DATA ANALYTICS ALGORITHMS AND WORKFLOWS FOR GEOSCIENCE APPLICATIONS.................................................................................................................................. 5360

JOINT IMAGING/INVERSION OF S-WAVES WITH P-WAVES: ADVANCES IN CHARACTERIZING OVERBURDEN, ELASTIC MODELS AND PETROPHYSICAL PROPERTIES RELATED TO CONVENTIONAL AND UNCONVENTIONAL RESERVOIR ............................ 5370

AMBIENT NOISE IMAGING AND MONITORING FOR HIGH-RESOLUTION SPATIAL AND TEMPORAL NEAR-SURFACE CHARACTERIZATION AND EXPLORATION SEISMOLOGY .................... 5382

TABLE OF CONTENTS

VOLUME 1

J-SWEEP: AN ALTERNATIVE WAY TO CROSS-CORRELATE SEISMIC VIBRATOR DATA ............................ 1Santiago L. Juranovic

A HIGH-PRECISION 3D ACQUISITION CASE FOR THE COMPLEX STRUCTURES IN KESHEN AREA .................................................................................................................................................................... 6

Di Jiangwei, Fan Jing, Kong Dezheng, Liu Xinwen, Zhou Xu

THE WORLD’S LARGEST CONTINUOUS 3D ONSHORE AND OFFSHORE SEISMIC SURVEY SETS AMBITIOUS QUALITY AND TURNAROUND TARGETS ............................................................................... 12

Abdulla Al Kobaisi, George Ainslie Casson, Guillaume Cambois, James Cowell, Mohamed Mahgoub, Saif Al Mesaabi

SMARTLF FOR ROBUST AND STRAIGHTFORWARD REDUCTION OF LOW-FREQUENCY DISTORTION...................................................................................................................................................................... 17

Gilles Ollivrin, Nicolas Tellier

VIBROSEIS SOURCING METHODOLOGY: A COMPARISON OF LONG, SHORT, AND SLIP-SWEEP 3D DATA IMAGE VOLUMES ACQUIRED AND CONSTRAINED BY EQUIVALENT SOURCE TIME (KWP PHASE I) ..................................................................................................................................... 22

Chris Lindsey, J. W. (Tom) Thomas, Kevin Werth, Tom Phillips

A COMPARISON OF 3D MULTI-COMPONENT (9C) DATA IMAGE VOLUMES ACQUIRED WITH CONVENTIONAL AND SIMULTANEOUS SOURCE TECHNIQUES (KWP PHASE II) ........................... 27

Chris Lindsey, J. W. (Tom) Thomas, Kevin Werth, Tom Phillips

IMPROVING SEISMIC IMAGE RESOLUTION IN A CARBONATE FRACTURE CAVE REGION: A CASE STUDY ................................................................................................................................................ 32

Meng-Chuan Duan, Naijian Wang, Ru-Shan Wu, Xiao-Bi Xie

SIMULTANEOUS VIBROSEIS ACQUISITION IN WEST TEXAS: A PREMIER SURVEY .................................. 37Elizabeth Rosso, John Quigley, John-Ryan Szescila, Nick Moldoveanu, Peter Jones, Vashudhaven Sudhakar

MEASUREMENT QUALITY OF THE INLINE GEOPHONE OF THE MIDWATER STATIONARY CABLE ...................................................................................................................................................... 42

Eric Bathellier, Michel Manin

ONBOARD DE-NOISE PROCESSING FOR IMPROVING TOWED MARINE SEISMIC ACQUISITION EFFICIENCY .......................................................................................................................................... 47

Leiv J. Gelius, Thomas Elboth, Volodya Hlebnikov

MARINE VIBRATOR SOURCE: MODULAR PROJECTOR SYSTEM ..................................................................... 52B. Armstrong, D. Nams, Okwudili Orji, P. Yeatman

SURVEY PERFORMANCE OF DEEPLY-TOWED MARINE SEISMIC VIBRATOR: COMPARATIVE STUDY WITH IMAGING RESULTS FROM AN AIRGUN ARRAY ........................................... 57

Eiichi Asakawa, Hiroaki Ozasa, Hitoshi Mikada, Junichi Takekawa

THE INFLUENCE OF LAYERED WATER VELOCITY ON THE NODE POSITIONING IN OBN SEISMIC EXPLORATION................................................................................................................................................ 62

Cao Mingqiang, Ding Guandong, Gong Tongju, Mao Hejiang, Quan Haiyan, Zhang Xiaoming

A PERTURBED GHOST MODEL FOR ESTIMATING AIR-GUN ARRAY SIGNATURES.................................... 67Rob Telling, Sergio Grion

COMPARISON OF NEAR FIELD HYDROPHONE AND HIGH-RESOLUTION 3D SEISMIC DATA IN A DEEPWATER FIELD ................................................................................................................................... 72

Paul Hatchell, Priyanka Dutta

BLENDED ACQUISITION WITH TEMPORALLY SIGNATURED/MODULATED AND SPATIALLY DISPERSED SOURCE ARRAY ................................................................................................................ 77

Gerrit Blacquiere, Mohammed Ali, Shotaro Nakayama, Tomohide Ishiyama

JOINT DEBLENDING OF MULTIPLE SEISMIC SOURCE TYPES .......................................................................... 82Kang Fu, Ray Abma

LAND VIBROSEIS DATA DEBLENDING IN THE PRESENCE OF STRONG COHERENT NOISE.................... 87A. Harthi, C. Willacy

SOURCE-OVER-CABLE MARINE ACQUISITION WITH SIX SOURCES IN SIMULTANEOUS MODE................................................................................................................................................................................... 92

Fredrik Andersson, Johan Robertsson, Kurt Eggenberger, Per Eivind Dhelie

DEBLENDING BY SPARSE INVERSION: CASE STUDY ON LAND DATA FROM OMAN ................................. 97Li Peiming, Ma Yuanming, Song Jiawen, Sun Pengyuan, Wang Wenchuang, Zhang Shaohua

GRADIENT RECORDING IN PRACTICE: A COMPARATIVE FIELD TRIAL OF A 5C LAND SEISMIC GRADIENT SENSOR ..................................................................................................................................... 102

Anastasia Poole, Everhard Muyzert, Nicolas Goujon, Nihed Allouche, Pascal Edme

ENERGY EFFICIENT ARCHITECTURE FOR WIRELESS GEOPHONE NETWORKS ..................................... 107Naveed Iqbal

DEBLENDING OF SIMULTANEOUS AND FLIP-FLOP SHOOTING OF SPARSE NODE LONG OFFSET SEISMIC FOR REFRACTION FWI .............................................................................................................. 112

Chuck Mason, Duncan Bate, Hassan Masoomzadeh, Henrik Roende, Himadri S. Pal, Zhaojun Liu

OPTIMUM SEISMIC ACQUISITION GEOMETRY DESIGN WITH THE HELP OF ARTIFICIAL INTELLIGENCE .............................................................................................................................................................. 117

G. Blacquiere, S. Nakayama

MUTUAL COHERENCE IN COMPRESSIVE SENSING SEISMIC ACQUISITION.............................................. 122Ali Tura, Anna Titova, Michael B. Wakin

RECONSTRUCTION OF 3D SEISMIC DATA FROM SPARSE RANDOM OBN ACQUISITION BY COMPRESSIVE SENSING ....................................................................................................................................... 127

David Lumley, Mengli Zhang

SPARSITY PROMOTING RECONSTRUCTION WITH COMPRESSIVELY ACQUIRED LAND DATA.................................................................................................................................................................................. 132

Minjie Guo, Mugang Zhang, Wenhui Li, Xiang Li, Zhe Men

SEAM PHASE II BARRETT MODEL CLASSIC DATA STUDY: LAND COMPRESSIVE SEISMIC ACQUISITION .................................................................................................................................................................. 137

Bin Gong, Donnie Enns, Klaas Koster, Robert Holt, Tao Jiang

AUTOMATED TARGET-ORIENTED ACQUISITION DESIGN: OPTIMIZING BOTH SOURCE AND RECEIVER GEOMETRIES .................................................................................................................................. 142

Eric Verschuur, Gerrit Blacquiere, Sixue Wu

WAVEFIELD RECONSTRUCTION USING WAVELET TRANSFORM................................................................. 147Iga Pawelec, Michael Wakin

GLOBAL LAND SEISMIC ACQUISITION OPTIMIZATION BY ACCOUNTING FOR VARYING NOISE, OBSTACLES, NON-UNIFORM PLACEMENT COSTS, AND SIGNAL..................................................... 152

Christof Stork

ACQUISITION TRIAL OF DRILLCAM: REAL-TIME SEISMIC WITH WIRELESS GEOPHONES, INSTRUMENTED TOP DRIVE AND NEAR-BIT ACCELEROMETER ....................................... 157

Andrey Bakulin, Emad Hemyari, Ilya Silvestrov

PRECISE DEPTH AND SUBSIDENCE MEASUREMENTS DURING DEEPWATER OBN SURVEYS .......................................................................................................................................................................... 162

Audun Libak, Brad Nolan, Hugo Ruiz, Paul Hatchell, Remy Agersborg

SPARSE NODES FOR VELOCITY: LEARNINGS FROM ATLANTIS OBN FULL-WAVEFORM INVERSION TEST ........................................................................................................................................................... 167

Cheryl Mifflin, Jiawei Mei

DESIGN AND ANALYSIS OF OBC ACQUISITION AND OBSERVATION SYSTEM IN LARGE GAS CLOUD AREA ......................................................................................................................................................... 172

Dekui Xu, Zhijun Zhang

HEXASOURCE COMPACT SOURCE ACQUISITION FOR IMPROVED IMAGING IN AN OBC CAMPAIGN ACROSS THE EDVARD GRIEG FIELD ............................................................................................... 177

David Tilling, Mark Ramsay, Per Eivind Dhelie

SEISMIC MODELING FOR A VELOCITY SURVEY AT ATLANTIS ..................................................................... 182Andrew Brenders, Dianne Ni, Jean-Paul Van Gestel, Joseph Dellinger, Qingsong Li

LEADING A NEW DEEP WATER OBN ACQUISITION ERA: TWO 2017-2018 GOM OBN SURVEYS .......................................................................................................................................................................... 187

Bj Thompson, Carsten Udengaard, Qingsong Li

DESIGNING AN EXPLORATION SCALE OBN: ACQUISITION DESIGN FOR SUBSALT IMAGING AND VELOCITY DETERMINATION ....................................................................................................... 192

Joakim Blanch, Lingli Hu, Yan Liu

SEISMIC SURVEY TEST IN ULTRA-DEEP CRATON BASIN IN MESOPROTEROZOTIC AND NEOPROTEROZOIC IN TARIM BASIN...................................................................................................................... 197

Jia Hengyue, Ni Yudong, Pi Hongmei, Xu Ligui, Yang Tianfu, Zou Xuefeng

EVALUATION OF TWO CO-LOCATED AUTONOMOUS RECORDING SYSTEMS .......................................... 202Bill Erickson, Peter Eick, Stephen K Chiu

AN EVALUATION OF THE RESOLUTION OF SEISMIC DATA AND ITS APPLICATION .............................. 207Guo Yong, Xia Jianjun, Zhang Lulu

SEISMIC ACCELERATION SIGNAL THEORY AND APPLICATION ONSHORE .............................................. 212Wujin Chen, Cui Ruguo, Li Luming, Zhang Bohan, Zhang Guangde, Zhang Huaibang

APPLICATION OF OVT ATTRIBUTE ANALYSIS IN ACQUISITION METHOD................................................ 218Gao Rui, Gu Lijun, Li Yangsheng, Ma Tao, Ni Yudong, Wang Tongjun

ACQUISITION TECHNOLOGY OF OVER 200,000-CHANNEL FULL-DIGITAL SYSTEM (APPLICATION IN WEST KUWAIT LAND 3D) ......................................................................................................... 223

Hongguang Fan, Hongxiao Ning, Lin Zhang, Qiang Li, Zhenxing Guo

IMPROVING VIBROSEIS TRANSMITTED SIGNAL IN DESERT AREAS ........................................................... 228Changping Duan, Pengfei Liu, Yongfei Qi, Zhouhong Wei

SEISMIC DATA ACQUIRED WITH A NOVEL, PERMANENTLY-INSTALLED BOREHOLE SEISMIC SOURCE........................................................................................................................................................... 233

Donald C. Lawton, Malcolm Bertram, Tyler W. Spackman

AN ANALYSIS OF THE SH-WAVE 2D SECTION CLOSURE ERROR PROBLEM AND THE COUNTERMEASURES ................................................................................................................................................... 238

Guan Junya, Li Chengwu, Li Meihua, Liu Zhibing, Wang Hongbo, Wu Weiwei

THE INFLUENCE OF THE NEAR-SURFACE ANISOTROPY ................................................................................. 243Bai Xuming, Li Haidong, Tang Chuanzhang, Yuan Shenghui

A STUDY OF ACQUISITION-RELATED SUB-SAMPLING AND APERTURE EFFECTS ON MARCHENKO FOCUSING AND REDATUMING...................................................................................................... 248

Haorui Peng, Ivan Vasconcelos

ACQUISITION OF A MODERN SEISMIC SURVEY IN THE VIENNA BASIN ..................................................... 253Lars Zühlsdorff, Mikael Garden

SEISMIC DATA COMPRESSION USING DEEP NEURAL NETWORK PREDICTORS ...................................... 258Adil Balghonaim, Faramarz Fekri, Hilal H. Nuha

A MULTI TONE MODELING FOR SEISMIC DATA COMPRESSION................................................................... 263Bo Liu, Faramarz Fekri, James H. McClellan

A METHOD AND APPLICATION OF IRREGULAR GEOMETRY DESIGN BASED ON COMPRESSIVE SENSING.............................................................................................................................................. 268

Li Weibo, Liu Xinggang, Men Zhe, Ning Hongxiao, Zhang Mugang

THE METHOD AND EFFECT OF WIDE ANGLE REFLECTION SEISMIC EXPLORATION IN ORDOS BASIN ULTRA-DEEP LAYER ........................................................................................................................ 273

Cao Yuehui, Deng Zhiwen, Du Houyu, Du Zhongdong, Wang Yanduo

DRONE SURVEYING IN A COMPLEX AREA: A CASE STUDY ............................................................................ 279Mike Allison, Steve Adcock

COLOUR INFRARED IMAGERY AND SURFACE CONSISTENT SCALING....................................................... 283Allan Chatenay, Christopher Harrison, Paul Thacker

THE FIRST MARINE SEISMIC SURVEY OF DUAL-SOURCE RANDOM SHOOTING OFFSHORE CHINA ......................................................................................................................................................... 288

Deng Yong, Luo Wei, Zeng Ting, Zhang Zhenbo

THE SEISMIC ACQUISITION SCHEME RESEARCH BASED ON SEISMIC SIMULATION FOR VOLCANIC ACTIVITY AREA IN BOHAI OILFIELD............................................................................................... 293

Donghong Zhou, Zhijun Zhang

RELOCATING SOURCE POINTS OUTSIDE EXCLUSION ZONES ON 3-D SEISMIC SURVEY DESIGNS: AN OPTIMIZED STRATEGY..................................................................................................................... 298

Carlos H. Bastidas, Yang Liu

OFFSHORE SEISMIC ACQUISITION DESIGN EXPERIMENTS BASED ON COMPRESSIVE SENSING ........................................................................................................................................................................... 303

Dongchuan Xue, Jicai Ding, Jinmiao Zhang, Xiaogang Huang, Xiaoliu Wang, Zhenyu Zhu

TOWARDS SMALLER SOURCE VOLUMES: AN EXAMPLE FROM THE GULF OF MEXICO ...................... 308Duncan Bate, Henrik Roende, Jan Langhammer, Roy Ha

AN EXAMPLE OF EFFECTIVE APPLICATION OF NEAR-SURFACE SEISMIC STUDIES IN TRANSIT AREAS ............................................................................................................................................................. 313

Alexander Oshkin, Alexey Turchkov, Andrey Konkov

MINIMUM NUMBER OF AZIMUTH SECTORS FOR SEISMIC ANISOTROPY ESTIMATION ....................... 318Leonardo Quevedo, Peter Mesdag

PRESSURE AND STRESS ASSESSMENT IN ANISOTROPIC ROCKS................................................................... 323Alexander Edwards, Kester Waters

MODEL PARAMETERIZATION AND AMPLITUDE VARIATION WITH ANGLE AND AZIMUTH INVERSION FOR ORTHOTROPIC PARAMETERS ............................................................................. 328

Lixiang Ji, Zhaoyun Zong

ESTIMATING INDICATORS OF OIL-BEARING FRACTURED RESERVOIRS FROM FREQUENCY COMPONENTS OF AZIMUTHAL SEISMIC DATA ........................................................................ 333

Huaizhen Chen, Kristopher Innanen

STUDY OF A FRACTURED RESERVOIR BY USING THE ANISOTROPY OF SEISMIC WAVE ATTENUATION ............................................................................................................................................................... 338

Aala A. I. Mohamed, Eric. M. Takam Takougang, Fateh Bouchaala, Jun Matsushima, Youcef Bouzidi

LAYER ANISOTROPIC ELASTIC PARAMETERS INVERSION BASED ON FOURIER COEFFICIENTS OF AZIMUTHALLY ELASTIC IMPEDANCE .............................................................................. 343

Jiang Liu, Lin Li, Qicui Tu

A NEW ANISOTROPIC INVERSION METHOD BASED ON THE SPARSE REPRESENTATION AND DICTIONARY LEARNING ................................................................................................................................... 348

Lideng Gan, Yaojun Wang

ALIGNED POROSITY, NEAR-ANGLE P-P AZIMUTHAL AMPLITUDES, AND OIL PRODUCTION .................................................................................................................................................................. 353

Heloise Lynn, William Nicholas Goodway

ROCK PHYSICS TEMPLATES AND ANISOTROPY................................................................................................. 358Changcheng Liu, Deva Ghosh, Srichand Prajapati

ΔVP: A NEW SEISMIC ATTRIBUTE BASED ON ZOPPRITZ AVO INVERSION FOR ESTIMATION OF SEISMIC ANISOTROPY................................................................................................................ 363

Nurul Kabir, Richard L. Gibson Jr., Un Young Lim

THE EFFECT OF MINERAL PROPERTIES ON ROCK PHYSICS MODELING OF SHALE ANISOTROPY................................................................................................................................................................... 368

Michinori Asaka, Shuichi Desaki, Yuki Kobayashi

COMPARISON OF PREDICTED FRACTURES BY THREE WIDE-AZIMUTH METHODS: A SHALE RESERVOIR FRACTURE PREDICTION CASE STUDY ............................................................................ 373

Hongjun Wang, Jian Zhang, Mingjun Jiang, Pengyu Chen, Tongcui Guo, Xiangwen Kong, Yueliang Guo

FRACTURE-DIRECTION ESTIMATION BY QVOA ANALYSIS: VALIDATION BY PHYSICAL MODELING ...................................................................................................................................................................... 378

Dmitry Popov, Jianxin Wei, Pinbo Ding, Tatiana Chichinina

FINDING LEFT-OVER MOVEOUT USING SEMBLANCE SCANS: FLOSS.......................................................... 384Chandan Kumar, Esteban Diaz, James Mika, Madhav Vyas

USING THE AZIMUTHAL DERIVATIVE OF THE AMPLITUDE FOR FRACTURE DETECTION ................. 389Chunhui Xie, Guoliang Yan, Run He, Tingjun Zhong, Tongcui Guo

MULTI-COMPONENT VERTICAL SEISMIC PROFILING AND CROSSWELL SHOOTING TO DEFINE ROSS ICE SHELF STRUCTURE, ANTARCTICA....................................................................................... 394

David Prior, Jennifer Eccles

AVAZ QUANTITATIVE INTERPRETATION BASED ON ORTHORHOMBIC MEDIUM AND ITS APPLICATION IN SICHUAN BASIN OF CHINA ....................................................................................................... 399

Jinliang Tang, Kai Xu, Shixing Wang

CORRECTING RESIDUAL HTI MOVEOUT AND DETERMINING PRINCIPAL ANISOTROPIC AZIMUTH IN ARBITRARILY SAMPLED IMAGE GATHERS USING DYNAMIC TIME WARPING ......................................................................................................................................................................... 404

Luke Decker, Qunshan Zhang

DESCRIBING STRESS-DEPENDENT ELASTICITY AND WAVE PROPAGATION: NEW INSIGHTS AND CONNECTIONS BETWEEN APPROACHES................................................................................. 409

Ivan Vasconcelos, Jeannot Trampert, Jeroen Tromp, Yanadet Sripanich

FRACTURE PREDICTION BASED ON AN IMPROVED ANISOTROPY INVERSION: A SHALE RESERVOIR FRACTURE PREDICTION CASE STUDY .......................................................................................... 414

Hongjun Wang, Jian Zhang, Mingjun Jiang, Pengyu Chen, Tongcui Guo, Xiangwen Kong, Yueliang Guo

INVERSION OF RESERVOIR POROSITY AND PERMEABILITY BASED ON VELOCITY DISPERSION IN 3D TWO-PHASE ORTHOTROPIC CRACK MEDIUM................................................................ 419

Deli Wang, Jingyu Zhang, Tingen Fan, Xianwen Zhang, Xin Du

EFFECTIVE FRACTURE IDENTIFICATION BY COMBINING AVOZ AND AVOZF INVERSION ...................................................................................................................................................................... 424

Sam Zandong Sun, Xinqiang Wang

STUDY ON IMPACT FACTORS OF SEISMIC WAVE FREQUENCY-DEPENDENT ANISOTROPY IN TI MEDIUM...................................................................................................................................... 429

Danping Cao, Xingyao Yin, Yahua Yang

NEW ANISOTROPIC PARAMETER TO ENHANCE LITHOLOGY IDENTIFICATION IN CLASTIC RESERVOIR ................................................................................................................................................... 434

Amir Babasafari, Deva Ghosh

INSTABILITY OF ADJOINT EQUATIONS AND THE USE OF TIME REVERSED FORWARD IN ACOUSTIC ANISOTROPIC FULL WAVEFORM INVERSION ............................................................................... 439

Biondo Biondi, Huy Le, Stewart A. Levin

SOURCE-INDEPENDENT WAVEFORM INVERSION FOR ATTENUATION ESTIMATION IN VTI MEDIA ....................................................................................................................................................................... 444

Ilya Tsvankin, Tong Bai

SCATTERING PATTERN ANALYSIS AND GENERALIZED RADON TRANSFORM INVERSION FOR ACOUSTIC VTI MEDIA................................................................................................................. 449

Quan Liang, Wei Ouyang, Weijian Mao

FINITE-DIFFERENCE SOLUTION OF LINEARIZED EIKONAL EQUATION FOR TRANSVERSELY ISOTROPIC MEDIA ....................................................................................................................... 454

Ilya Tsvankin, Yogesh Arora

ELASTIC WAVEFORM INVERSION OF DOWNHOLE MICROSEISMIC DATA FOR 3D VTI MODELS............................................................................................................................................................................ 459

Ilya Tsvankin, Oscar Jarillo Michel

ANISOTROPIC MODEL BUILDING BASED ON MULTI-WELL CONSTRAINT FULL-AZIMUTHAL TOMOGRAPHY: CASE STUDY FROM PRE-CASPIAN BASIN .................................................... 464

Shuhua Hu, Tao Zhang, Wenqing Liu, Xiao Wang, Yuchao Wang

A COMPARISON BETWEEN TWO FAST SWEEPING ALGORITHMS FOR SOLVING THE ATTENUATING VTI EIKONAL EQUATION ............................................................................................................. 469

Qi Hao, Tariq Alkhalifah

STACKING-VELOCITY TOMOGRAPHY FOR TILTED ORTHORHOMBIC MEDIA........................................ 474Ilya Tsvankin, Qifan Liu

REFLECTION COEFFICIENTS APPROXIMATIONS FOR ORTHORHOMBIC MEDIA ................................... 479Alexey Stovas, Song Jin

GEOMETRICAL CHARACTERISTICS IN ANISOTROPIC MEDIA ...................................................................... 484Alexey Stovas, Vyacheslav Roganov, Yuriy Roganov

REFLECTION AND TRANSMISSION APPROXIMATIONS FOR MONOCLINIC MEDIA WITH A HORIZONTAL SYMMETRY PLANE ....................................................................................................................... 489

Alexey Stovas, Song Jin

VISCOACOUSTIC ANISOTROPIC WAVE EQUATIONS......................................................................................... 494Qi Hao, Tariq Alkhalifah

EIGENRAY METHOD: GEOMETRIC SPREADING ................................................................................................. 499Igor Ravve, Zvi Koren

EIGENRAY METHOD: CAUSTIC IDENTIFICATION .............................................................................................. 504Igor Ravve, Zvi Koren

EFFICIENT WAVEFIELD INVERSION IN ACOUSTIC VTI MEDIA APPLIED TO FIELD DATA................... 509Chao Song, Tariq Alkhalifah

RESEARCH ON ANISOTROPIC TOMOGRAPHY METHOD OF VTI MEDIA BASED ON ADCIGS ............................................................................................................................................................................. 514

Li Zhenchun, Wang Feiyi

ACOUSTIC ANISOTROPIC FULL WAVEFORM INVERSION: A PARAMETERIZATION STUDY BY EXAMPLES .................................................................................................................................................. 519

Huy Le

WAVENUMBER ILLUMINATION ANALYSIS VALIDATION: WHICH ELASTIC ANISOTROPIC PARAMETERS CAN WE RESOLVE? ............................................................................................. 524

Dmitry Kabanov, Tariq Alkhalifah, Vladimir Kazei

NONLINEAR AVO INVERSION BASED ON ZOEPPRITZ EQUATIONS TO ESTIMATE DENSITY, P- AND S-WAVE VELOCITIES, AND THE RATIO OF VELOCITIES: CASE STUDY OF GULF OF MEXICO ................................................................................................................................................... 529

Nurul Kabir, Richard L. Gibson Jr., Un Young Lim

DEEPWATER SUB-SALT CARBONATE REEF RESERVOIR PREDICTION IN SANTOS BASIN, BRAZIL.............................................................................................................................................................................. 534

Handong Huang, Xingda Tian, Yaneng Luo

DENSITY INVERSION FROM SEISMIC USING A TRANS-DIMENSIONAL APPROACH: A FIELD DATASET EXAMPLE ........................................................................................................................................ 539

Akkel Paul, Dhananjay Kumar, Mrinal Sen, Reetam Biswas

JOINT PP-PS LITHO-ELASTIC AVA INVERSION: EXAMPLE FROM MIDLAND BASIN ............................... 544Edan Gofer, Federico Golfre’ Andreasi, Ran Bachrach, Simone Re

ANISOTROPIC LITHO-PETRO-ELASTIC AVA INVERSION FOR UNCONVENTIONAL PLAYS: UNCERTAINTY ANALYSIS AND EXAMPLE FROM THE PERMIAN BASIN...................................... 549

Edan Gofer, Ran Bachrach

APPLYING FIT FOR PURPOSE CONSTRAINTS TO SEISMIC INVERSION: A CASE STUDY USING A VSP CORRIDOR STACK TO LOOK AHEAD OF THE DRILL BIT....................................................... 554

Keith Edwards

FRONTIER EXPLORATION: LITHOLOGY AND FLUID INSIGHTS VIA FORWARD MODELING FROM LOCALLY CONSTRAINED REGIONAL ROCK PHYSICS, CHIDLEY BASIN, NEWFOUNDLAND AND LABRADOR, CANADA ........................................................................................ 559

Alice Spencer, Erin Gillis, Ian Atkinson, Nicholas Montevecchi, Richard Wright, Victoria Mitchell

SIMULTANEOUS TIME-LAPSE WEB-AVO INVERSION FOR SEISMIC RESERVOIR MONITORING: APPLICATION TO CO2 ENHANCED OIL RECOVERY AT THE BELL CREEK OIL FIELD......................................................................................................................................................................... 564

César Barajas-Olalde, Charles D. Gorecki, John A. Hamling, Lu Jin, Peter Haffinger, Seyedalireza Khatibi, Shaughn A. Burnison

NONLINEAR INVERSION FOR STRESS- AND FLUID-SENSITIVE PARAMETERS ......................................... 569Huaizhen Chen, Kristopher Innanen

GEOSTATISTICS INVERSION COMBINING CONDITIONAL GAUSSIAN DISTRIBUTIONS WITH MULTIPLE-POINT GEOSTATISTICS............................................................................................................. 574

Bo Yu, Hui Zhou, Mingzhu Zhang, Shuqi Jiang, Yuanpeng Zhang

DIGITAL SUPERRESOLUTION IN SEISMIC AMPLITUDE PROCESSING......................................................... 579Andreas Kjelsrud Evensen, Odd Kolbjørnsen

CONSTRAINTS GUIDED BASIS PURSUIT PRESTACK AVA INVERSION ......................................................... 585Fan Xia, Shuang Zhao, Yequan Chen

MULTI-TRACE BLOCKY REFLECTIVITY INVERSION WITH ANISOTROPIC TOTAL VARIATION REGULARIZATION ................................................................................................................................ 590

Guofa Li, Li Jiang, Sichao Zhang, Xinlong Huang, Xu Fan, Yu Guan

SIMULTANEOUS INVERSION OF Q AND REFLECTIVITY USING DICTIONARY LEARNING .................... 595Jie Shao

IMPROVED SEISMIC CHARACTERIZATION THROUGH FACIES BASED INVERSION IN THE DEPTH DOMAIN .................................................................................................................................................... 600

James Gunning, Kester Waters

ITERATIVE BAYESIAN INVERSION .......................................................................................................................... 605Anya Reitz, Jingfeng Zhang, John Etgen, Matt Walker

SEISMIC DATA CONDITIONING IS AN ESSENTIAL STEP FOR FACIES PREDICTION ................................ 611Denis Alexeenko, Russell Exley

IMPEDANCE INVERSION OF THE KARST RESERVOIR USING DIFFRACTION ............................................ 615Evgeny Landa, Kun Xiang, Linghe Han

A PRACTICAL DATA-DRIVEN METHOD FOR APPLYING AMPLITUDE INVERSE Q THAT PRESERVES AMPLITUDE VARIATIONS WITH OFFSET...................................................................................... 620

H Masoomzadeh, N. Ratnett, S. Baldock

AMPLITUDE FRIENDLY INVERSE Q FILTERING ................................................................................................. 625Elena Kokoshina, Sarah Spoors, Tim Seher

COMPENSATING FOR MIGRATION STRETCH TO IMPROVE THE RESOLUTION OF S-IMPEDANCE AND DENSITY INVERSION ................................................................................................................. 630

Francis Oyebanji, Kurt Marfurt, Swetal Patel

CALCULATION METHOD OF RESERVOIR ENERGY DENSITY BASED ON SEISMIC LOW-FREQUENCY INFORMATION AND ITS APPLICATION ........................................................................................ 635

Jie Zhang, Wei Jiang, Xin Luo, Xuehua Chen, Yingkai Qi

AVO FRIENDLY SEISMIC AMPLITUDE SCALING IN HIGH IMPEDANCE CONTRAST SURFACE CONDITIONS................................................................................................................................................ 640

Ali F. Aljishi, Mamadou S. Diallo, Mohammad I. Babli, Mustafa A. Al-Marzooq

ESTIMATION OF RESERVOIR ELASTIC PARAMETERS VIA FULL-WAVEFIELD REDATUMING: COMPARISON OF APPROACHES................................................................................................. 644

Aayush Garg, D. J. Verschuur

SYNCHRONOUS PRESTACK INVERSION FOR AUTOMATIC EXTRACTING THE CORRELATION OF ELASTIC PARAMETERS USING BLOCK SPARSE BAYESIAN LEARNING ................. 649

Haoyang Gao, Ming Ma

STOCHASTIC INVERSION BASED ON THE MULTIPLE-POINT GEOSTATISTICS ........................................ 654Bo Yu, Hanming Chen, Hui Zhou, Lin Wang, Mingzhu Zhang, Weilin Huang

JOINT PP AND PS ANISOTROPIC AVO INVERSION USING EXACT ZOEPPRITZ EQUATIONS ................. 659Fuping Liu, Yifei Bao

STOCHASTIC INVERSION BASED ON STATISTICAL MEDIUM PARAMETER MODELING ....................... 664Baoli Wang, Guangzhi Zhang, Ying Lin

STOCHASTIC AVO INVERSION DRIVEN BY GEOFLUID FACIES AND DE-MCMC MODEL ....................... 669Kun Li, Xingyao Yin, Zhaoyun Zong

AVO INVERSION FOR ESTIMATING COMPRESSIONAL MODULUS................................................................ 674Handong Huang, Xiaowen Zheng

MAXIMIZING THE VALUE OF SEISMIC INVERSION IN JURASSIC TARGETS: A CASE STUDY FROM SOUTH KUWAIT.................................................................................................................................. 679

H. Moubarak, M. Arafat, M. Sitouah, S. Kumar, T. Al-Rashid

SEISMIC CHARACTERIZATION OF THIN BEDDED RESERVOIRS: THE APPLICATION OF ELASTIC GEOSTATISTICAL INVERSION IN THE BONGKOT FIELD, GULF OF THAILAND ..................... 684

Jean-Pierre Bancelin, Prat Boonyasatphan

APPLICATION OF DIRECT INVERSION OF RESERVOIR PARAMETERS IN "SWEET SPOT" RESERVOIR PREDICTION: A CASE STUDY OF BAISAN FORMATION IN JUNGGAR BASIN ..................... 689

Fanchang Zhang, Jingyang Yang, Kaiheng Sang, Xiaoyu Song

PRE-STACK SIMULTANEOUS INVERSION FOR PETROPHYSICAL PROPERTIES OF THE LOWER WILCOX EROSIONAL REMNANT SANDSTONE ALONG THE TEXAS GULF COASTAL PLAIN ............................................................................................................................................................ 694

Kelly H. Liu, Stephen S. Gao, Tianze Zhang, Yani Lin

ACOUSTIC IMPEDANCE INVERSION FOR OFFSHORE CO2 STORAGE: SOUTH GEORGIA EMBAYMENT .................................................................................................................................................................. 699

Camelia C. Knapp, James H. Knapp, Khaled Almutairi

EXTENDING THE AVO TOOLBOX WITH ROCK PHYSICS DRIVEN INVERSION FOR SEISMIC INTERPRETATION WITH LITTLE OR NO WELL CONTROL: EXAMPLE FROM THE NORWEGIAN SEA ................................................................................................................................................. 704

Åsmund Drottning, Erling Hugo Jensen, Mark Littman

DECORRELATION OF MULTIVARIATE COVARIANCE MATRIX FOR THE LINEAR BAYESIAN INVERSION ................................................................................................................................................. 709

Bo Yu, Hanming Chen, Hui Zhou, Lingqian Wang, Weilin Huang, Yong An

HIGH-RESOLUTION AVO INVERSION BASED ON LOW-FREQUENCY INFORMATION CONSTRAINT................................................................................................................................................................... 714

Bo Yu, Hui Zhou, Lingqian Wang, Mingzhu Zhang, Yuanpeng Zhang

IMPACT OF ADEQUATE QC STEPS ON SEISMIC RESERVOIR CHARACTERIZATION .............................. 719Laurence Lines, Ritesh Kumar Sharma

FREQUENCY-DEPENDENT AVO INVERSION: COMPARISON OF DIFFERENT AVO APPROXIMATIONS ........................................................................................................................................................ 724

Abdullah Alshangiti

STRUCTURAL INTERVAL-Q ESTIMATION BY USING SEMI-BLIND TIME-VARIANT SPARSE DECONVOLUTION ......................................................................................................................................... 729

Daqing Branch, Liang Cheng, Yan Zheng

AMPLITUDE VARIATION WITH ANGLE INVERSION FOR FLUID DISCRIMINATION WITH THE CONSIDERATION OF SQUIRT FLOW .............................................................................................................. 734

Yurong Wang, Zhaoyun Zong

SHALE GEOPHYSICAL MODELLING AND STATISTICAL INVERSION ........................................................... 739Hengchang Dai, Xiangyang Li, Xiaoyang Wu

IMPEDANCE INVERSION BASED ON THE ANALYTICAL SOLUTION OF WAVE EQUATION WITH ATTENUATION ................................................................................................................................................... 744

Xiwu Liu, Yuanqiang Li, Zhizhou He

NONLINEAR AVO INVERSION BASED ON THE REFLECTIVITY METHOD IN DEPTH DOMAIN ............................................................................................................................................................................ 749

He Run, Wang Enli, Xie Chunhui, Yan Guoliang, Zheng Xi

PRESTACK SIMULTANEOUS INVERSION FOR GAS-BEARING DOLOMITE RESERVOIR PREDICTION: A CASE STUDY FROM WESTERN CHINA..................................................................................... 754

Jinjin Hao, Ren Jiang, Xu Guan

EXPERIMENTAL ANALYSIS OF AVO INVERSION METHOD WITH GENERALIZED EXTREME VALUE CONSTRAINT OF REFLECTION COEFFICIENT ................................................................. 759

Hanpeng Cai, Jinduo Wang, Qianjun Wang, Yuejing Zhang

AVO INVERSION BASED ON BAYESIAN THEORY IN RAY PARAMETER DOMAIN AND ITS APPLICATION IN HYDROCARBON DETECTION .................................................................................................. 764

Cai Li, Dongjia Hou, Kai Su, Tao Yan, Yu Xiong

REFLECTION OF INHOMOGENEOUS WAVES AT THE FREE SURFACE OF AN EFFECTIVE BIOT SOLID...................................................................................................................................................................... 769

Stewart Greenhalgh, Xu Liu

VOLUME 2

A TWO-STEP MULTITRACE INVERSION BASED ON SHAPING REGULARIZATION................................... 774Jingyu Zhang, Tingen Fan, Xianwen Zhang, Xin Du

LINEARIZED AVO INVERSION WITH ATTENUATION COMPENSATION ...................................................... 779Chuanzhang Tang, Jian Zhang, Yuanqiang Li

THIN-BED INVERSION USING PRE-STACK SEISMIC DATA ............................................................................... 784Dong Li, Kang Wang, Suping Peng, Xiaoqin Cui, Yongxu Lu

JOINT Q INVERSION BASED ON AMPLITUDE AND PHASE INFORMATION ................................................. 789Danping Cao, Wenguo Sun, Yue Li

SEISMIC DECONVOLUTION WITH WEAK REFLECTION USING ATOMIC NORM OPTIMIZATION .............................................................................................................................................................. 794

Jianwei Ma, Xiaojing Wang, Yuhan Sui

ELECTROMAGNETIC BOREHOLE MAPPING: NORTH SEA CASE STUDY..................................................... 799A. Walmsley, S. Gear, S. Kelk

FAST INVERSION METHOD OF TWO-DIMENSIONAL NUCLEAR MAGNETIC RESONANCE BASED ON RANDOM SINGULAR VALUE DECOMPOSITION (RSVD) ............................................................... 804

Deng Shaogui, Hu Xufei, Li Haitao, Yuan Xiyong, Zhang Pan

TIME-LAPSE BOREHOLE VECTOR GRAVITY FOR RESERVOIR MONITORING ......................................... 809Anya Reitz, Hyoungrea Rim, Richard A. Krahenbuhl, Sean Wagner, Yaoguo Li

NUCLEAR MAGNETIC RESONANCE CHARACTERISTICS OF TIGHT SANDSTONE RESERVOIRS UNDER THE INFLUENCE OF WETTABILITY AND OIL SATURATION.................................. 814

Cheng Feng, Mengjie Zhang, Wen Yin, Zhenlin Wang, Ziyan Feng

DEEP DETECTION OF FORMATION BOUNDARY USING TRANSIENT ELECTROMAGNETIC LOGGING METHOD....................................................................................................................................................... 819

Haitao Li, Pan Zhang, Shaogui Deng, Xiyong Yuan, Xufei Hu

A NEW INTERPRETATION MODEL UTILIZING THE COMBINATION WITH ACOUSTIC-RESISTIVITY-NMR FOR GAS RESERVOIR IDENTIFICATION IN TIGHT SANDSTONE............................... 824

Fengjiao Zhang, Haitao Li, Shaogui Deng

WELLBORE INTEGRITY INVESTIGATION USING TIME-DOMAIN REFLECTOMETRY ............................ 829Jiannan Wang, Yuxin Wu

A NEW INVESTIGATION OF THE INFLUENCE OF SURFACE CHARGES ON THE “POLARIZATION HORNS” IN INDUCTION LOGS.................................................................................................. 834

Cicero Regis, Paulo Roberto De Carvalho, Valdelirio Da Silva E Silva

REVISITING SONIC IMAGING WITH 3D SLOWNESS TIME COHERENCE ..................................................... 839Adam Donald, Asbjørn Lund Johansen, Gabriela Martinez, Nicholas Bennett, Takeshi Endo

QUANTITATIVE IMAGING OF FRACTURES AROUND A BOREHOLE USING LINEAR SLIP THEORY AND ELASTIC LEAST-SQUARES MIGRATION ..................................................................................... 844

Kees Wapenaar, Ranajit Ghose, Shohei Minato

QUANTITATIVE CEMENT EVALUATION FROM LWD: ACOUSTIC DATA ..................................................... 849Jiajun Zhao, Richard Coates, Ruijia Wang

DOUBLE ALTERNATE-POLARITY MULTIPOLE MEASUREMENTS IN BOREHOLE ACOUSTICS ...................................................................................................................................................................... 854

Anna Przebindowska, Tim Geerits

A STATISTICAL PRONY METHOD FOR SHEAR SLOWNESS ESTIMATION FROM DIPOLE MEASUREMENTS ........................................................................................................................................................... 859

Chris Ayadiuno, Wei Li, Xuekai Sun

LEVERAGING MULTIPLE SOURCE LOCATIONS AND THE TOTAL WAVEFIELD TO CREATE A MORE ROBUST SALT PROXIMITY SURVEY: GULF OF MEXICO EXAMPLE, TAHITI FIELD.................................................................................................................................................................. 864

Jakob Haldorsen, Trevor Bollmann

ESTIMATION OF SCATTERER LOCATIONS AND SUBSURFACE VELOCITIES USING SCATTERED TUBE WAVES OBSERVED DURING A CROSSWELL SURVEY................................................... 869

Nori Nakata, Ziqiu Xue

SHEAR-WAVE SONIC IMAGING OF DEEP STRUCTURE USING STRUCTURE-GUIDED VELOCITY MODEL ........................................................................................................................................................ 875

Brian Hornby, Shehab El Dien

NUMERICAL SIMULATION OF THE RESPONSE OF LATEROLOG TOOL USING THE INTEGRAL EQUATION TECHNIQUE IN THREE DIMENSIONAL RESERVOIRS............................................ 880

Alfredo Carrasco, Darcy Ribeiro, Jessica Costa, Joyce Calandro

THEORETICAL STUDY OF CROSS-DIPOLE ACOUSTIC WAVE PROPAGATION IN A SYMMETRICALLY PARTITIONED ISOTROPIC MODEL ..................................................................................... 885

Chao Li, Xiao He, Xiuming Wang, Yunhong Song

THE DEVELOPMENT OF MEMS BASED VECTOR BOREHOLE GRAVITY METER ...................................... 890Fangjing Hu, Gang Yu, Liangcheng Tu

HIGH-RESOLUTION VELOCITY ESTIMATION IN SONIC LOGGING USING FULL-WAVEFORM INVERSION ............................................................................................................................................. 895

Junichi Takekawa, Kazuki Ishikura

AN EFFICIENT FINITE-DIFFERENCE APPROACH FOR ACOUSTIC MODELING IN CASED BOREHOLES WITH MICRO-ANNULUSES................................................................................................................ 900

Xinding Fang, Yanyan Zhang, Yuandi Gan

NUMERICAL ANALYSIS OF A COMBINED QUADRUPOLE-DIPOLE MODE FOR ACOUSTIC LOGGING-WHILE-DRILLING REFLECTION SURVEY......................................................................................... 905

Li-Wei Wang, Zhou-Tuo Wei

POROSITY EVALUATION OF IGNEOUS ROCKS BASED ON DEEP LEARNING ............................................. 910Liuqiong He, Ruigang Wang, Wensheng Wu, Yunlong Ge

THEORETICAL STUDY ON THE RESPONSE FUNCTION OF THE AZIMUTHAL RESISTIVITY MEASUREMENT IN ANISOTROPIC MEDIA .................................................................................. 915

Haitao Li, Lei Wang, Pan Zhang, Shaogui Deng, Xiyong Yuan

THE DISTRIBUTION OF CURRENTS ON A DRILL ROD IN A LAYERED MEDIUM ....................................... 920Changmin Fu, Da Lei, Pengfei Liang, Qihui Zhen, Ruo Wang, Ya Gao, Zhenjun Ma, Zhiguo An

PERMEABILITY ESTIMATES USING STONELEY WAVE ATTENUATION AND NMR: A CASE STUDY OF A POST-SALT CARBONATE RESERVOIR IN THE CAMPOS BASIN.............................................. 924

Alexandre Campi

INTERVAL MINERAL AND FLUID DENSITIES ESTIMATION FROM WELL-LOGS: A LINEAR-INVERSION APPROACH .............................................................................................................................. 928

Carolina B. Da Silva, Cicero Régis, José J. S. De Figueiredo, Matias C. De Sousa

CHARACTERIZATION OF CARBONATE RESERVOIR FROM SANTOS BASIN – BRAZIL USING 1D INVERSION OF ELECTROMAGNETIC LOGS ...................................................................................... 933

Abel Carrasquilla, Alfredo Carrasco, Herson Oliveira Da Rocha, Jéssica Lia Santos Costa

NEAR-SURFACE S-WAVE VELOCITY ESTIMATION USING AMBIENT NOISE FROM FIBER-OPTIC ACQUISITION .................................................................................................................................................... 938

Mamdoh Alajami, Tariq Alkhalifah, Zhen-Dong Zhang

DAS OBSERVATION OF GUIDED WAVES IN A SHALE RESERVOIR GENERATED BY PERFORATION SHOTS.................................................................................................................................................. 943

Ariel Lellouch, Mark A. Meadows, Steve Horne, Tamas Nemeth

CASE STUDY OF HYDRAULIC FRACTURE MONITORING USING LOW-FREQUENCY COMPONENTS OF DAS DATA ..................................................................................................................................... 948

Masaru Ichikawa, Mike De Groot, Shoji Hara

DESIGN AND DEPLOYMENT OF A PROTOTYPE MULTICOMPONENT DISTRIBUTED ACOUSTIC SENSING LOOP ARRAY .......................................................................................................................... 953

Donald Lawton, Henry Clifford Bland, Kristopher Albert Innanen

EXTRACTING SUBSURFACE INFORMATION BASED ON EXTREMELY SHORT PERIOD OF DAS RECORDINGS ......................................................................................................................................................... 958

Gang Fang, Yumin Zhao, Yunyue Elita Li

LOW-FREQUENCY AMBIENT DISTRIBUTED ACOUSTIC SENSING (DAS): USEFUL FOR SUBSURFACE INVESTIGATION? ............................................................................................................................... 963

Jeffrey Shragge, Michael Dentith, Nader A Issa, Sascha Schediwy

MASW ANALYSIS OF ACTIVE-SOURCE AND PASSIVE DAS FIBER-OPTIC DATA ....................................... 969Martin Karrenbach, Steve Cole

APPLICATION OF WALKAWAY-VSP BASED ON JOINT OBSERVATION BY DAS AND GEOPHONES IN THE TARIM BASIN, NORTHWEST CHINA ............................................................................... 974

Cai Zhidong, Li Fei, Li Qing, Wang Shize

3D DAS VSP IN UNCONVENTIONALS: A CASE STUDY......................................................................................... 979James Simmons, Whitney Shultz

3D GAUSSIAN-BEAM MIGRATION ON DAS VSP DATA ........................................................................................ 984John Cook, Xin Wang

VELOCITY ANALYSIS AND MOVEOUT-BASED EVENT DETECTION USING DOWNHOLE DAS RECORDS................................................................................................................................................................. 989

Ariel Lellouch, Biondo Biondi, Siyuan Yuan, William L. Ellsworth, Zack Spica

DISTRIBUTED ACOUSTIC SENSING ELASTIC LEAST-SQUARES REVERSE TIME MIGRATION..................................................................................................................................................................... 994

Ivan Lim Chen Ning, Jim Simmons, Whitney Schultz

ANISOTROPIC MODEL BUILDING, DAS SIMULATION AND IMAGING .......................................................... 999Marco Perez, Scott Leaney

DAS MICROSEISMIC SOURCE MECHANISM ESTIMATION BY FORWARD-MODELING......................... 1004Martin Karrenbach, Steve Cole

CSEM QUANTITATIVE INTERPRETATION FOR RESERVOIR PROPERTY ESTIMATION AND ANTI-MODEL EVALUATION ........................................................................................................................... 1009

Jan Petter Morten, John Reidar Granli

ASSESSMENT OF UNCERTAINTY IN PARAMETRIC INVERSION OF ELECTROMAGNETIC FIELD DATA TO DETERMINE PROPPED HYDRAULIC FRACTURE GEOMETRY – A SEMI QUANTITATIVE APPROACH..................................................................................................................................... 1014

Christoph Schwarzbach, Kyle Haustveit, Scott Urquhart, Souvik Mukherjee, Wanjie Feng

HYDRAULIC FRACTURING MONITORING: NEW CONCEPT OF ELECTROMAGNETICS LINKED TO ELASTIC MODELING ........................................................................................................................... 1019

Ana Curcio, Lucas Macías

FAST ELECTRICAL IMAGING OF INJECTED FLUID IN HYDRAULIC FRACTURING USING A PRACTICAL INTERACTIVE PARAMETER ESTIMATION METHOD........................................................... 1024

Dikun Yang, Yinchu Li

EM FOR RESERVOIR MONITORING: STATE OF THE ART AND A LOOK TO THE FUTURE................... 1029Daniele Colombo, Ernesto Sandoval-Curiel, Weichang Li

DON’T LET NOISE DOMINATE THE DATA: MITIGATION OF OILFIELD NOISE AFFECTING SURFACE-BASED CONTROLLED SOURCE ELECTROMAGNETIC MONITORING DURING HYDRAULIC FRACTURING OPERATIONS............................................................................................................ 1034

Drew Jones, Justin Oberle, Mark S. Hickey, Oscar Vasquez, Santiago III Trevino

ANALYSIS OF LAND-BASED CSEM DATA FOR CO2 MONITORING AT BELL CREEK, MT ...................... 1039Benjamin R. Bloss, Richard Krahenbuhl, Trevor Irons, W. Anderson McAliley, Yaoguo Li

INTEGRAL EQUATION METHOD FOR THE SUBSURFACE SENSING APPLICATIONS WITH WIRE-TO-SURFACE JUNCTION STRUCTURES IN LAYERED MEDIA............................................................ 1045

Jiefu Chen, Shubin Zeng

MESHFREE MODELLING OF 3-D CONTROLLED-SOURCE EM DATA: A NEW METHOD TO TREAT THE SINGULAR SOURCE TERMS.............................................................................................................. 1050

Colin G. Farquharson, Jianbo Long

COOPERATIVE DEEP LEARNING INVERSION: SEISMIC-CONSTRAINED CSEM INVERSION FOR SALT DELINEATION .......................................................................................................................................... 1055

Daeung Yoon, Joongmoo Byun, Kyubo Noh, Seokmin Oh, Soon Jee Seol

2.5D CONTROLLED-SOURCE ELECTROMAGNETIC INVERSION USING VERY FAST SIMULATED ANNEALING ALGORITHM ............................................................................................................... 1060

Bertrand Denel, Paul Williamson, Piyoosh Jaysaval

3D FETD FORWARD MODELLING FOR TRANSIENT ELECTROMAGNETIC METHODS USING A GROUNDED-WIRE SOURCE..................................................................................................................... 1065

Jianhui Li, Xiangyun Hu

TOWARDS MODELING THE ELECTROMAGNETIC RESPONSE OF COMPLEX PIPELINES USING THE METHOD OF MOMENTS...................................................................................................................... 1070

Gurban Orujov, Rita Streich

A JUMPING REGULARIZATION APPROACH BASED ON RECONSTRUCTION OF STABILIZING FUNCTIONAL FOR CONSTRAINED INVERSE PROBLEM ...................................................... 1075

Liting Rao, Rui Guo

EQUIVALENT WAVE FIELD OF DIFFUSIVE CONTROLLED SOURCE ELECTROMAGNETIC (CSEM) DATA................................................................................................................................................................. 1080

Anton Ziolkowski, Paul L. Stoffa

PARALLEL 3D MODELING OF MARINE CONTROLLED SOURCE ELECTROMAGNETIC DATA USING SURVEY DECOMPOSITION.............................................................................................................. 1085

Dikun Yang, Shanshan Guan, Zhiqiang Chen

FOOTHILLS STRUCTURAL MODEL DE-RISKING WITH 3D MAGNETOTELLURICS ................................ 1090Fabien Gilbert, Federico Miorelli, Wolfgang Soyer

BUILDING CONFIDENCE IN CSEM FOR EXPLORATION: BENCHMARKING.............................................. 1095Antony Price, Claudia Twarz, Pål Gabrielsen

IMPROVING BASEMENT DEPTH MAPPING USING 3D MARINE MAGNETOTELLURIC (MT) INVERSION .................................................................................................................................................................... 1100

Arvin B. Karpiah, Max A. Meju, Raja N. B. R. Musafarudin, Roger V. Miller

AN APPROXIMATE AND EFFICIENT 3D ELECTROMAGNETIC TELEMETRY MODELING METHOD ......................................................................................................................................................................... 1105

Jiuping Chen, Liang Sun, Melisa Ramirez Tovar, Pavel Annenkov

ON THE VALIDITY OF THE EQUIVALENT OBJECT AND EQUIVALENT SOURCE MODELS FOR INCLUDING THE EFFECTS OF CASING IN CSEM RESERVOIR IMAGING AND MONITORING................................................................................................................................................................ 1110

Armando Sena, Daniele Colombo, Gary McNeice

STRUCTURE-GUIDED 3D JOINT INVERSION OF CSEM AND MT DATA FROM A FOLD-THRUST BELT ............................................................................................................................................................... 1115

Federico Miorelli, Randall L. Mackie, Roger V. Miller

CASE HISTORIES APPLYING TOP-CASING ELECTRODES AND SURFACE BASED EM FIELDS FOR WELL INTEGRITY MAPPING ........................................................................................................... 1120

Bescardes Didem Gungor, Chester Weiss, Kris Maclennan, Michael Wilt

NOISE, CONSTRAINTS AND 3D INVERSION: A PRACTICAL LOOK AT HIGH-RESOLUTION AQUIFER MAPPING USING AIRBORNE ELECTROMAGNETICS .................................................................... 1125

Eldad Haber, Ken Lawrie, Mike McMillan

SENSITIVITY ANALYSIS OF MARINE CONTROLLED SOURCE ELECTROMAGNETIC DATA IN CO2 MONITORING OF THE JOHANSEN FORMATION.................................................................................. 1130

Lucy Macgregor, Mohit Ayani, Subhashis Mallick

LEAST SQUARE MIGRATION OF SYNTHETIC APERTURE DATA FOR TOWED STREAMER ELECTROMAGNETIC SURVEY ................................................................................................................................ 1135

Michael S. Zhdanov, Xiaolei Tu

MULTI-OBJECTIVE INVERSION OF MARINE CONTROLLED SOURCE ELECTROMAGNETIC DATA USING NON- DOMINATED SORTING GENETIC ALGORITHM .................. 1140

Lucy Macgregor, Mohit Ayani, Subhashis Mallick

APPROXIMATE SENSITIVITIES FOR THE FREQUENCY-DOMAIN 2D MARINE CSEM INVERSION .................................................................................................................................................................... 1145

Hongzhu Cai, Li Gang, Wenyi Hu

MAPPING IGNEOUS ROCKS USING SURFACE-TO-BOREHOLE ELECTROMAGNETIC TECHNIQUE: A FIELD TEST ..................................................................................................................................... 1149

Chai Yanning, Liu Xuejun, Wang Zhigang, Zhang Lin

A NEW METHOD TO EXTRACT USEFUL HARMONICS FROM CSEM DATA ............................................... 1154Huaifeng Sun, Jingbo Weng, Jishan He, Yang Yang

DETECTABILITY OF INDUCED POLARIZATION EFFECTS ON THE FREQUENCY DOMAIN FIELDS OF A LARGE LOOP ....................................................................................................................................... 1159

Cicero Regis, Carlos Mateus B. Nunes, Olivar A. L. De Lima

CAN WE PROPAGATE MHZ EM SIGNALS FOR 1 KM THROUGH THE SUBSURFACE IN THE PRESENCE OF CONDUCTIVE MEDIA? ................................................................................................................... 1164

Jesus M. Felix Servin, Max Deffenbaugh, Robert Adams, Saudi Aramco, Valeri Riachentsev

THE FORWARD MODELING OF THE WIRELESS ELECTROMAGNETIC METHOD BASED ON "EARTH-IONOSPHERE" MODE......................................................................................................................... 1169

Liangyong Yang, Qingyun Di

3D CSEM SIMULATION AND THE EFFECTS OF ELECTRICAL ANISOTROPY AND TOPOGRAPHY............................................................................................................................................................... 1174

Ronghua Peng, Yajun Liu

1D VERTICAL ELECTRICAL SOUNDING METHOD APPLIED TO EVALUATE SHALLOW GAS POTENTIAL ASSOCIATED WITH THE HSINYING AND THE NIUSHAN FIELDS IN SW TAIWAN .......................................................................................................................................................................... 1179

Chia-Yen Ku, Hsin-Chang Liu, Shi-Chie Fuh, Tzy-Yi Chang

FUZZY CONSTRAINED INVERSION OF MAGNETOTELLURIC DATA USING GUIDED FUZZY C-MEANS CLUSTERING ............................................................................................................................... 1184

Bo Yang, Guomin Peng, Kaijun Xu, Yao Cong, Zhan Liu

1D JOINT AND LATERALLY CONSTRAINED INVERSION OF 2D EM DATA USING HORIZONTAL ELECTRIC DIPOLE (HED) AND HORIZONTAL CIRCULAR LOOP (HCL) SOURCES ........................................................................................................................................................................ 1189

Cícero Régis, Daniela Melo

2D MAGNETOTELLURIC SHARP BOUNDARY INVERSION USING AN EXPONENTIAL STABILIZING FUNCTIONAL ..................................................................................................................................... 1194

Bo Shi, Cheng Wang, Chongjin Zhao, Luolei Zhang, Peng Yu

INVERSION OF ELECTROMAGNETIC DATA WHILE DRILLING USING A DISTORTED BORN ITERATIVE METHOD FOR ANISOTROPIC CONDUCTIVE MEDIA..................................................... 1199

Malte Sommer, Morten Jakobsen, Sergey Alyaev

REFLECTION FULL WAVEFORM INVERSION AND ITS APPLICATION TO LAND DATA ........................ 1204Cheng Cheng, Yong Ma, Yu Zhang, Zhengxue Li

A ROBUST 3D ACOUSTIC FULL WAVEFORM INVERSION STRATEGY FOR MALAYSIAN BASINS............................................................................................................................................................................. 1209

Ahmad Riza Ghazali, Chin Tee Ang, Farah Syazana Dzulkefli, Kefeng Xin, M Anwar Ishak, Muhammad Sajid

PRECONDITIONED REFLECTION FULL WAVEFORM INVERSION FOR SUBSALT IMAGING ........................................................................................................................................................................ 1214

Carlos Calderon, Chao Wang, Ian Jones, John Brittan, Paul Farmer, Tristram Burley

RESOLVING CELTIC SEA IMAGING ANOMALIES THROUGH A MULTISTAGE FWI AND TOMOGRAPHY WORKFLOW ................................................................................................................................... 1219

Guy Hilburn, Jian Mao, Matt Hart

ROBUST VELOCITY ESTIMATION VIA JOINT MIGRATION INVERSION AND FULL WAVEFORM INVERSION ........................................................................................................................................... 1224

Eric Verschuur, Gerald Eisenberg, Guido Gierse, Shan Qu

REFLECTION FULL-WAVEFORM INVERSION WITH DATA-SPACE LSRTM............................................... 1229Henning Kuehl, Maksym Kryvohuz, René-Edouard Plessix, Yi Yang

ON THE REFLECTIVITY-VELOCITY COUPLING ISSUE IN THE RFWI METHOD ...................................... 1234Raphael Valensi, Reda Baina

USING THE FULL WAVEFIELD BOTH IN FWI AND WAVEFIELD TOMOGRAPHY .................................... 1239D. J. Verschuur, M. Davydenko

APPLIED 3D SALT BODY RECONSTRUCTION USING SHAPE OPTIMIZATION WITH LEVEL SETS ................................................................................................................................................................................. 1244

Taylor Dahlke

ELASTIC FULL WAVEFORM INVERSION FOR SALT MODEL BUILDING IN GULF OF MEXICO .......................................................................................................................................................................... 1250

Alexandre Stopin, Guoping Chang, Henning Kuehl, Rene-Edouard Plessix

FWI SALT MODEL UPDATE TRIALS WITH SPARSE NODES ............................................................................ 1255Chong Zeng, James Sheng, Jian Mao, Yi Huang

REGULARIZED FULL-WAVEFORM INVERSION FOR LARGE 3-D SALT BODIES ...................................... 1260Farah Syazana Dzulkefli, Kefeng Xin, Mahesh Kalita, Tariq Alkhalifah

IS THE SALT-RELATED FULL-WAVEFORM INVERSION SORTED OUT? ..................................................... 1265Denes Vigh, Kun Jiao, Wei Dai, Xin Cheng, Zhen Xu

UPDATING SALT MODEL USING FWI ON WAZ DATA IN THE PERDIDO AREA: BENEFITS AND CHALLENGES ...................................................................................................................................................... 1270

Alfredo Vazquez, Ravi Kumar

SALT VELOCITY MODEL BUILDING WITH FWI ON OBN DATA: EXAMPLE FROM MAD DOG, GULF OF MEXICO............................................................................................................................................. 1275

Bertram Nolte, Jiawei Mei, Siyuan Yang

IMPROVING IMAGES UNDER COMPLEX SALT WITH OCEAN BOTTOM NODE DATA............................ 1280Gopal Mohapatra, Steve Checkles, Yuan Yao

STEREO OPTIMAL TRANSPORT OF THE MATCHING FILTER....................................................................... 1285Bingbing Sun, Tariq Alkhalifah

JOINT FWI FOR IMAGING DEEP STRUCTURES: A GRAPH-SPACE OT APPROACH ................................. 1290Ludovic Métivier, Yubing Li

ASSESSMENT OF OPTIMAL TRANSPORT BASED FWI: 3D OBC VALHALL CASE STUDY ....................... 1295A. Pladys, L. Metivier

ADAPTIVE QUADRATIC WASSERSTEIN FULL-WAVEFORM INVERSION ................................................... 1300Diancheng Wang, Ping Wang

PHASE ONLY REFLECTION FULL-WAVEFORM INVERSION FOR HIGH RESOLUTION MODEL UPDATE........................................................................................................................................................... 1305

Guy Hilburn, James Sheng, Jian Mao

COMPUTATIONAL ASPECTS OF TRAVELTIME INVERSION KERNELS FOR ACOUSTIC WAVE EQUATIONS ...................................................................................................................................................... 1310

Hong Liang, Houzhu (James) Zhang, Hyoungsu Baek, Yang Zhao

IMPROVING OPTIMAL TRANSPORT BASED FWI THROUGH DATA NORMALIZATION ......................... 1315Bjorn Engquist, Yunan Yang

3D ELASTIC FWI FOR LAND SEISMIC DATA: A GRAPH SPACE OT APPROACH ....................................... 1320Grenoble, Ludovic Métivier, Weiguang He

HIGH RESOLUTION VELOCITY AND IMPEDANCE ESTIMATION USING REFRACTION AND REFLECTION FWI: THE FORTUNA REGION, OFFSHORE EQUATORIAL GUINEA.......................... 1325

Ian F. Jones, Philip Cox, Stuart Greenwood

A STRATEGY FOR REGIONAL-SCALE FWI IN THE SALT PROVINCES OFFSHORE BRAZIL ................. 1330Ian Jones, John Brittan, Juergen Fruehn, Ross O’Driscoll, Stuart Greenwood

COMPENSATING FOR VISCO-ACOUSTIC AFFECTS WITH AN INTEGRATED MODEL BUILDING FLOW: A DEEP WATER EQUATORIAL CONJUGATE MARGIN CASE STUDY........................ 1335

G. Venfield, M. Barbaray, T. Martin, V. Chavda

RESOLVING SUBSALT IMAGE IN COMPLEX GEOLOGY USING LOCALIZED REFLECTION-BASED FWI AND BROADBAND PROCESSING........................................................................... 1340

Craig Barker, Mohamed Hegazy, Ying Tan

ILLUMINATING SANTOS BASIN’S PRE-SALT WITH OBN DATA: POTENTIAL AND CHALLENGES OF FWI ................................................................................................................................................ 1345

Adel Khalil, Adriano Martinez, Daniela Donno, Denis Ferreira, Florian Jouno

AN APPLICATION OF REFLECTION-BASED FULL-WAVEFORM INVERSION IN CAMPECHE DEEP-WATER REGION, GULF OF MEXICO .................................................................................. 1350

Chuck Peng, Chung-Chi Shih, Daniel Smith, Hao Deng, Hongyan Li, Jianchun Dai, Michael O’Brian, Yanwei Xue, Zengbao Chen

ENHANCED IMAGING COMPLEX VELOCITY AND GAS CLOUDS WITH FULL-WAVEFORM INVERSION IN THE TARANAKI BASIN, NEW ZEALAND................................................................................... 1355

Alexander Karvelas, Bee Jik Lim, Dominic Fell, Richard Bisley, Robert Hunn, Yuelian Gong

APPLICATION OF FULL WAVEFORM INVERSION TO LAND SEISMIC DATA IN SICHUAN BASIN, SOUTHWEST CHINA ..................................................................................................................................... 1360

Hong Cao, Jianyong Song, Xinhai Hu, Zhifang Yang

HIGH-RESOLUTION RESERVOIR CHARACTERIZATION USING DEEP LEARNING AIDED ELASTIC FULL-WAVEFORM INVERSION: THE NORTH SEA FIELD DATA EXAMPLE ............................ 1365

Tariq Alkhalifah, Zhen-Dong Zhang

BAYESIAN APPROACH TO FACIES-CONSTRAINED WAVEFORM INVERSION FOR VTI MEDIA ............................................................................................................................................................................. 1370

Ehsan Zabihi Naeini, Sagar Singh

THE ALTERNATING DIRECTION METHOD OF MULTIPLIERS FOR TOTAL VARIATION REGULARISATION IN JOINT TIME-LAPSE FULL WAVEFORM INVERSION .............................................. 1375

Constantin Gerea, Mohammad Shahraeeni, Sjoerd De Ridder

ADAPTIVE TRAVELTIME INVERSION WITH INFORMATION ENTROPY REGULARIZATION ...................................................................................................................................................... 1380

Bingbing Sun, Tariq Alkhalifah

ON THE ROBUSTNESS OF L1-REGULARIZED ADMM-BASED WAVEFIELD RECONSTRUCTION INVERSION AGAINST COMPRESSED ACQUISITION SAMPLING ............................ 1385

A. Gholami, H. S. Aghamiry, S. Operto

BROADBAND FWI THROUGH ALTERNATING RESTORATION AND INVERSION OF MISSING FREQUENCIES ............................................................................................................................................ 1390

Wenyi Hu

A STRATEGY FOR LAPLACE-FOURIER DOMAIN FWI USING MULTI DAMPINGS AND MULTI OFFSETS ........................................................................................................................................................... 1395

C. Shin, J. Lee, S. Ko

WAVEFORM INVERSION BY MODEL REDUCTION USING SPLINE INTERPOLATION ............................ 1400Ettore Biondi, Guillaume Barnier, Robert Clapp

AMPLITUDE-BASED MISFIT FUNCTIONS IN VISCOELASTIC FWI APPLIED TO FIELD W-VSP DATA IN WESTERN CANADA ........................................................................................................................... 1405

K. A. Innanen, W. Pan

ELASTIC MULTIPARAMETER FWI IN SHARP CONTRAST MEDIUM ............................................................ 1410Bertrand Duquet, Christian A. Rivera, Elies Bergounioux, Phuong-Thu Trinh

PARAMETER CROSS-TALK AND LEAKAGE BETWEEN SPATIALLY-SEPARATED UNKNOWNS IN VISCOELASTIC FWI ...................................................................................................................... 1415

K. A. Innanen, S. Keating

ELASTIC WAVEFIELD TOMOGRAPHY WITH PROBABILISTIC PETROPHYSICAL CLUSTERING................................................................................................................................................................. 1420

Odette Aragao, Paul Sava

ELASTIC FULL WAVEFORM INVERSION WITH PROBABILISTIC PETROPHYSICAL MODEL CONSTRAINTS .............................................................................................................................................. 1425

Odette Aragao, Paul Sava

MULTISCALE PHASE INVERSION OF ANISOTROPIC DATA ........................................................................... 1430Gerard T. Schuster, Lei Fu, Shihang Feng, Zongcai Feng

CONCURRENT ELASTIC INVERSION OF RAYLEIGH AND BODY WAVES WITH INTERLEAVED ENVELOPE-BASED AND WAVEFORM-BASED MISFIT FUNCTIONS ................................ 1435

Li Ren, Peng Guo

3D ELASTIC SEMI-GLOBAL WAVEFORM INVERSION – ESTIMATION OF VP TO VS RATIO................. 1440Gang Yao, George Stronge, Michael Warner, Nuno V. Da Silva, Òscar Calderón Agudo

FINITE-FREQUENCY TOMOGRAPHY USING THE GENERALIZED RYTOV APPROXIMATION ........................................................................................................................................................ 1445

Bo Feng, Huazhong Wang, Ru-Shan Wu, Wenjun Xu

SINGLE PARAMETER FULL WAVEFORM INVERSION IN FLUID-SATURATED POROUS MEDIA ............................................................................................................................................................................. 1450

Alison Malcolm, Qingjie Yang

FRÉCHET KERNELS BASED ON A FRACTIONAL VISCOACOUSTIC WAVE EQUATION ......................... 1455Guangchi Xing, Tieyuan Zhu

VISUALIZING THE MISFIT LANDSCAPE FOR FULL WAVEFORM INVERSION ......................................... 1460Daniel Peter, Muhammad Izzatullah, Tristan Van Leeuwen

A GRADIENT BASED MCMC METHOD FOR FWI AND UNCERTAINTY ANALYSIS ................................... 1465Mrinal K. Sen, Zeyu Zhao

A MULTI-SCALE FULL WAVEFORM INVERSION METHOD - STAGING WAVENUMBER COMPONENTS AND LAYER-STRIPPING ............................................................................................................... 1470

Mrinal K. Sen, Zeyu Zhao

EXTENSION OF GEL’FAND-LEVITAN-MARCHENKO SOLUTION FOR LAYERED ACOUSTIC MEDIA TO INCLUDING OBLIQUE INCIDENCE FOR SIMULTANEOUS P-V INVERSION .................................................................................................................................................................... 1475

Huijing He, Ru-Shan Wu, Santa Cruz

A DUAL FORMULATION FOR TIME-DOMAIN WAVEFIELD RECONSTRUCTION INVERSION .................................................................................................................................................................... 1480

Emmanouil Daskalakis, Felix Herrmann, Gabrio Rizzuti, Rongrong Wang

CONTROLLED-ORDER MULTIPLE WAVEFORM INVERSION ........................................................................ 1486Yike Liu, Yingcai Zheng

SOURCE-DOMAIN FULL WAVEFORM INVERSION ............................................................................................ 1491George A. McMechan, Yulang Wu

TAKING ADVANTAGE OF RECEIVER GHOSTS AND PRESSURE GRADIENTS IN VECTOR ACOUSTIC FULL WAVEFORM INVERSION.......................................................................................................... 1496

Alison Malcolm, Polina Zheglova

MONO-COMPONENT ACOUSTIC FULL WAVEFORM INVERSION WITH CONVERTED VECTOR WAVEFIELDS IN VERTICALLY TRANSVERSE ISOTROPIC MEDIA ............................................ 1501

Dong-Joo Min, Jongha Hwang, Jun Woo Lee, Ju-Won Oh, Youngjae Shin

A ROBUST FULL WAVEFORM INVERSION USING DICTIONARY LEARNING ............................................ 1506Fu Wang, Xinquan Huang, Yuzhu Liu

FULL-WAVEFORM INVERSION WITH FRACTALITY INFORMATION OF THE SUBSURFACE................................................................................................................................................................. 1511

Pedro Carvalho, Yanghua Wang

FAST BUILDING INITIAL 3D VELOCITY MODELING USING CONE-WAVE MULTI-SOURCE FULL-WAVEFORM INVERSION ............................................................................................................................... 1516

Shuangqi Yuan, Yundong Guo

TARGET-ORIENTED INVERSION WITH LEAST-SQUARES WAVEFORM REDATUMING ........................ 1521Qiang Guo, Tariq Alkhalifah

ROBUST ADMM-BASED WAVEFIELD RECONSTRUCTION INVERSION WITH PHASE RETRIEVAL ................................................................................................................................................................... 1526

A. Gholami, H. S. Aghamiry, S. Operto

INVERSION OF VECTOR-ACOUSTIC DATA IN A LOCAL DOMAIN................................................................ 1531Colton Kohnke, Paul Sava

A NUMERICAL SOLVER FOR LEAST-SQUARES SUB-PROBLEMS IN 3D WAVEFIELD RECONSTRUCTION INVERSION AND RELATED PROBLEM FORMULATIONS.......................................... 1536

Bas Peters, Felix J. Herrmann

WAVEHOLTZ: PARALLEL AND SCALABLE SOLUTION OF THE HELMHOLTZ EQUATION.................. 1541Daniel Appelo, Olof Runborg

VOLUME 3

CORRELATIVE FULL INTENSITY WAVEFORM INVERSION........................................................................... 1546Bin He, Huiyi Lu, Yike Liu, Zhendong Zhang

WAVEFORM LOCAL TRAVEL-TIME CORRECTED ZERO-MEAN CROSS-CORRELATION-BASED FWI..................................................................................................................................................................... 1551

Bo Mao, Liguo Han, Pan Zhang, Shiqi Dong

MISFIT FUNCTION FOR FULL WAVEFORM INVERSION BASED ON SHANNON ENTROPY FOR DEEPER VELOCITY MODEL UPDATES ........................................................................................................ 1556

Carlos A. N. Da Costa, Gilberto Corso, João M. De Araújo, Pedro T. C. Carvalho, Sérgio Luiz E. F. Da Silva

TACKLING CYCLE-SKIPPING IN FULL-WAVEFORM INVERSION WITH INTERMEDIATE DATA................................................................................................................................................................................ 1560

Chenhao Yang, Di Wu, Gang Yao, Nuno V. Da Silva

FULL UNWRAPPED PHASE INVERSION IN THE PHASE SPACE ..................................................................... 1565Renwei Din, Yuzhao Lin, Zhennan Yu

TIME-DOMAIN MULTISCALE FWI BASED ON A TIME-SHIFT METHOD AND LOW-FREQUENCY DATA RECONSTRUCTION ............................................................................................................... 1570

Chunhui Hu, Wenyang Chen, Xiaofeng Jial

AN EFFICIENT WAVEFIELD INVERSION FOR ISOTROPIC ELASTIC MEDIA............................................. 1575Chao Song, Guanchao Wang, Qingjie Yang

3D ELASTIC FULL WAVEFORM INVERSION USING FREQUENCY SELECTION STRATEGY ................. 1580Hanming Chen, Jianlei Zhang, Jinwei Fang, Pengyuan Sun, Qingchen Zhang

REFLECTION WAVEFORM INVERSION IN ACOUSTIC VTI MEDIA .............................................................. 1585Tariq Alkhalifah, Yuanyuan Li

A MULTI-STAGE INVERSION STRATEGY FOR THE VELOCITY AND DENSITY ESTIMATION ................................................................................................................................................................. 1590

Jingrui Luo, Ru-Shan Wu

PARAMETERIZATION OF FREQUENCY DOMAIN FWI FOR VTI MEDIA ..................................................... 1595Junxiao Li, Kristopher A. Innanen, Wenyong Pan

ELASTIC REFLECTION FWI FOR SUBSALT VELOCITY RECONSTRUCTION: BENCHMARK TEST WITH MASSIVE SALT BODY .......................................................................................................................... 1600

Christian Rivera, Qiang Guo

ENHANCING LOW-WAVENUMBER INFORMATION IN RWI USING ENERGY NORM BORN SCATTERING................................................................................................................................................................. 1605

Guanchao Wang, Shangxu Wang, Tariq Alkhalifah

FULL WAVEFORM INVERSION IN ABSENCE OF LOW-FREQUENCY DATA BASED ON N-TH POWER OPERATION: APPLICATION TO ENCODED MULTISOURCE WAVEFORM INVERSION .................................................................................................................................................................... 1610

Liguo Han, Pan Zhang, Zhenzhen Xing

REFLECTION-WAVEFORM INVERSION CONSTRAINED WITH STRUCTURE-ORIENTED SMOOTHING.................................................................................................................................................................. 1615

Di Wu, Gang Yao, Nuno V. Da Silva

ANGLE-DOMAIN FILTER BASED FULL WAVEFORM INVERSION OF DIVING WAVES AND REFLECTED WAVES ................................................................................................................................................... 1620

Guang Zhu, Xiaochong Chen

SIMULTANEOUS-SOURCE NOISY DATA WAVEFORM INVERSION WITH NORMALIZED LOW-RANK REGULARIZATION .............................................................................................................................. 1625

Qiang Zhao, Qizhen Du

A HYBRID REGULARIZATION SCHEME COMBINING TIKHONOV STABILIZER WITH CAUCHY FUNCTION FOR MULTISCALE FREQUENCY DOMAIN FULL-WAVEFORM INVERSION .................................................................................................................................................................... 1630

Raphael C. L. Rêgo, Williams A. Lima

BROADBAND SEISMIC AND FWI TO RESOLVE AN INCISED SHALLOW CARBONATE PLATFORM: INDONESIA............................................................................................................................................ 1635

Dave Lim, David Cavalin, Kola Agbebi, Nurrul Ismail, Tom Paten

MULTIPARAMETER FULL-WAVEFORM INVERSION OF DATA FROM THE VALHALL FIELD............................................................................................................................................................................... 1640

Ludovic Métivier, Nishant Kamath, Pengliang Yang

LOG-VALIDATED WAVEFORM INVERSION OF REFLECTION DATA WITH WAVELET PHASE AND AMPLITUDE UPDATING ..................................................................................................................... 1645

G. F. Margrave, K. A. Innanen, S. Romahn

A MULTISCALE FULL-WAVEFORM INVERSION STRATEGY FOR SPARSE WIDE-ANGLE DATASETS ...................................................................................................................................................................... 1650

Alison Malcolm, Christopher Williams, J. Kim Welford

FULL WAVEFORM INVERSION OF AN OBS DATASET ACQUIRED FROM Q FIELD IN EAST CHINA SEA ..................................................................................................................................................................... 1655

Tao Huang, Yuzhu Liu

2D ACOUSTIC FWI USING THE MULTICOMPONENT MARINE DATA: APPLICATION TO NORTH SEA OBC DATA .............................................................................................................................................. 1660

Dong-Joo Min, Jongha Hwang, Jun-Woo Lee, Ju-Won Oh, Youngjae Shin

ENHANCED NEURAL NETWORK SAMPLING FOR TWO-STAGE MARKOV CHAIN MONTE CARLO SEISMIC INVERSION.................................................................................................................................... 1665

Felipe Pereira, Georgia K. Stuart, Susan E. Minkoff

ALTERNATIVE ENCODING STRATEGIES FOR ENCODED SIMULTANEOUS SOURCES FULL WAVEFORM INVERSION IN THE TIME DOMAIN.................................................................................... 1670

Carlos A. N. Da Costa, Edwin Fagua Duarte, Joao Medeiros De Araujo

UNCERTAINTY QUANTIFICATION IN NON-LINEAR SEISMIC INVERSION: A COMPARISON OF THREE DIFFERENT METHODS. ............................................................................................ 1675

Karen Synnøve Ohm, Xiaodong Luo

BUILDING LONG-WAVELENGTH VELOCITY FOR SALT STRUCTURE USING STOCHASTIC FULL WAVEFORM INVERSION WITH DEEP AUTOENCODER BASED MODEL REDUCTION................. 1680

Jinghuai Gao, Zhaoqi Gao, Zhibin Pan, Zongben Xu

BAYESIAN UNCERTAINTY ESTIMATION FOR FULL WAVEFORM INVERSION: A NUMERICAL STUDY.................................................................................................................................................... 1685

Daniel Peter, Muhammad Izzatullah, Tristan Van Leeuwen

AN ULTRA LOW-DIMENSIONAL INVERSION OF HOMOGENEOUS GEOBODIES IN FULL WAVEFORM INVERSION ........................................................................................................................................... 1690

Ashutosh Tewari, Dimitar Trenev

GRAVITY AND MAGNETIC DATA APPLICATIONS FOR HYDROCARBON EXPLORATION OFFSHORE NW AUSTRALIA ..................................................................................................................................... 1695

Gerard O’Halloran, Guimin Liu, Robert Scott

3D JOINT INVERSION OF AIRBORNE GRAVITY GRADIOMETRY AND MAGNETIC DATA: A CASE STUDY FROM BUDGELL HARBOUR STOCK IN NORTHERN-CENTRAL NEWFOUNDLAND, CANADA ..................................................................................................................................... 1699

Alexander L. Peace, Colin G. Farquharson, J. Kim Welford, Meixia Geng

ENHANCING AND SHARPENING THE MIGRATION IMAGES OF GRAVITY FIELD AND ITS GRADIENTS ................................................................................................................................................................... 1704

Michael S. Zhdanov, Xiaolei Tu

USING COSINE AND SINE TRANSFORMS FOR INTERPRETING MAGNETIC ANOMALIES FROM DIKES HAVING ARBITRARY DIP ANGLES, INDUCED AND REMANENT MAGNETIZATION ........................................................................................................................................................ 1709

Francisco J. F. Ferreira, Jeferson De Souza, Saulo P. Oliveira

ESTIMATIVE OF GRAVITY-GRADIENT TENSOR COMPONENTS VIA FAST ITERATIVE EQUIVALENT-LAYER TECHNIQUE ........................................................................................................................ 1714

Fillipe C. L. Siqueira, Larissa S. Piauilino, Valeria C. F. Barbosa, Vanderlei C. Oliveira Jr.

IMPROVING DEEP CRUSTAL STRUCTURE DEPTH INTERPRETATION BY INTEGRATING 2D GRAVITY-MAGNETIC MODELLING AND STRUCTURAL RESTORATION: OFFSHORE BORNEO.......................................................................................................................................................................... 1719

Carlos Giraldo, Fawwaz Aziz, Roger Miller

TIME-LAPSE GEOPHYSICS IN THE MESABI IRON DISTRICT: A 4D MAGNETIC AEROMAGNETIC STUDY ........................................................................................................................................... 1724

Andrea Balza Morales

UNDERSTANDING THE INFLUENCE OF DIFFERENT FORMS OF PRIOR INFORMATION IN GRAVITY GRADIOMETRY IMAGING OF A SALT BODY................................................................................... 1729

Elizabeth Maag-Capriotti, Yaoguo Li

POTENTIAL FIELD SOURCE POSITION IMAGING METHOD BASED ON DIFFERENT ORDER DERIVATIVE .................................................................................................................................................. 1734

Guoqing Ma, Taihan Wang, Yanbo Ming

BASEMENT BOUNDARY DETECTION BY REWEIGHTED ITERATIVE GRAVITY MIGRATION IN THE ERLIAN BASIN....................................................................................................................... 1739

Jiali Ren, Liangjun Yan, Nengyi Fu, Yang Wang, Zhengwei Xu

AMPLITUDE OF THE MAGNETIC ANOMALY VECTOR FOR INTERPRETATION AT LOW LATITUDES .................................................................................................................................................................... 1744

Felipe F. Melo, Shayane P. Gonzalez, Valeria C. F. Barbosa, Vanderlei C. Oliveira Jr.

INVERSION OF POTENTIAL FIELDS WITH AN INHOMOGENEOUS DEPTH WEIGHTING FUNCTION...................................................................................................................................................................... 1749

Andrea Vitale, Maurizio Fedi

RADIAL MAGNETIC INVERSION TO RETRIEVE THE GEOMETRY OF 3D SOURCES............................... 1754Leonardo B. Vital, Valéria C. F. Barbosa, Vanderlei C. Oliveira Jr

CONSTRAINING EULER DECONVOLUTION SOLUTIONS THROUGH COMBINED TILT DERIVATIVE FILTERS................................................................................................................................................ 1759

F. J. F. Ferreira, F. R. Castro, J. De Souza, S. P. Oliveira

EQUIVALENT SOURCE PROCESSING OF VECTOR GRAVITY DATA ............................................................ 1764Joseph Capriotti, Yaoguo Li

EQUIVALENT LAYER TECHNIQUE FOR ESTIMATING MAGNETIZATION DIRECTION......................... 1769Andre L. A. Reis, Valeria C. F. Barbosa, Vanderlei C. Oliveira Jr.

MAGNETIC TILT ANGLE: A SIMPLE DEPTH ESTIMATION METHOD FOR UNDERGROUND PIPELINES ...................................................................................................................................................................... 1774

Caifang Li, Dejun Liu, Jiajia Fan, Ying Zhai

JOINT INVERSION OF GRAVITY GRADIOMETRY DATA BY MODEL-WEIGHTED CLUSTERING IN LOGARITHMIC SPACE............................................................................................................... 1779

Le Wan, Yue Mao, Zhengwei Xu

FOCUSING ITERATIVE MIGRATION OF MAGNETIC TENSOR FIELD .......................................................... 1784Hemin Yuan, Liangjun Yan, Muran Han, Qianqian Wei, Zhengwei Xu

IDENTIFICATION OF BURIED KARST GEOMORPHOLOGY BENEATH AEOLIAN AND ALLUVIAL SEDIMENTARY COVER IN THE DELAWARE BASIN VIA AIRBORNE FULL TENSOR GRADIOMETRY DATA............................................................................................................................... 1789

Alan Morganand Scott Payton, Kevin W. Stafford

USING MAGNETIC ANALYTIC SIGNALS AND CURVATURES IN MULTI UPWARD-CONTINUED HEIGHTS TO INVERT THE BOUNDARY DEPTH AND STRUCTURAL INDEX ..................... 1793

Chongjin Zhao1, Han Song, Luolei Zhang, Peng Yu

CONSTRAINING MAGNETIC AMPLITUDE INVERSION WITH MAGNETOTELLURIC DATA TO IMAGE VOLCANIC UNITS................................................................................................................................... 1798

Kaijun Xu, Yaoguo Li

FAST GEOMETRIC RESTORATION OF COMPLEX 3D STRUCTURAL MODELS FOR SEISMIC INTERPRETATION VALIDATION........................................................................................................... 1803

Anne-Laure Tertois, Jean-Laurent Mallet

PORE PRESSURE PREDICTION FROM BULK MODULUS IN SHALE BASED ON ROCK PHYSICS MODELING .................................................................................................................................................. 1808

Ting Lei, Xingyao Yin, Zhaoyun Zong

VECTOR ATTRIBUTES: A FAMILY OF ADVANCED SEISMIC ATTRIBUTES TO ASSIST IN GEOLOGICAL INTERPRETATION .......................................................................................................................... 1813

Aicha Bounaim, Bjørn Harald Fotland, Hilde Borgos, Jarle Haukås, Lars Sonneland, Marie Etchebes

FAST MATCHING PURSUIT BASED MULTI-SCALE SEISMIC INVERSION ................................................... 1818Kun Li, Song Pei, Xingyao Yin

A MODIFIED EXPRESSION OF Q ATTRIBUTE AND ITS APPLICATION IN HYDROCARBON PREDICTION.................................................................................................................................................................. 1823

Guoquan Yang, Qiang Liu, Yanli Liu, Zhenchun Li

SKETCH-BASED MODELING OF SALT DOMES ................................................................................................... 1828Deane Roehl, Suellen Motta

A PLANAR ANOMALY TREND CORRECTION TIME-DEPTH CONVERSION METHOD BASED ON WELL-SEISMIC CONSTRAINED TOMOGRAPHY VELOCITY INVERSION.............................. 1833

Jiyan Cai, Ping Chen, Shuzheng Zhao, Tong Qin

BROADBAND ELASTIC IMPEDANCE VARIATION WITH ANGLE CASCADE INVERSION FOR FLUID DISCRIMINATION ................................................................................................................................. 1838

Guangsen Cheng, Kun Li, Man Jiang, Yurong Wang, Zhaoyun Zong

DEPTH DOMAIN PRE-STACK SEISMIC INVERSION WITH DEPTH AND ANGLE VARIANT WAVELETS .................................................................................................................................................................... 1843

Rui Zhang, Zhiwen Deng

DYNAMIC MATCHING PURSUIT BASED ON OPTIMIZED LOCAL FREQUENCY CONSTRAINTS .............................................................................................................................................................. 1848

Kun Li, Lu Xu, Xingyao Yin, Zhaoyun Zong

SEISMIC ATTRIBUTE SELECTION FOR MACHINE LEARNING BASED FACIES ANALYSIS ................... 1853Bin Lyu, David Lubo-Robles, Jie Qi, Kurt Marfurt, Thang Ha

NONPARALLELISM ATTRIBUTES AND DATA ADAPTIVE KUWAHARA IMAGE PROCESSING ................................................................................................................................................................. 1858

Jie Qi, Kurt Marfurt

INTERPRETATION-BASED FULL WAVEFORM INVERSION OF A WESTERN AUSTRAILIAN DATA SET ....................................................................................................................................................................... 1863

David Graham, Jeffrey Shragge, Julien Bourget

FACIES CLASSIFICATION WITH WEAK AND STRONG SUPERVISION: A COMPARATIVE STUDY ............................................................................................................................................................................. 1868

Ghassan Alregib, Moamen Soliman, Yazeed Alaudah

ORIENTATION ESTIMATE OF 3D SEISMIC EVENTS USING DYNAMIC PROGRAMMING ....................... 1873Bo Zhang, Hao Wu, Yihuai Lou

EFFORTS AT EFFECTIVE SEISMIC RESERVOIR CHARACTERIZATION OF BONE SPRING AND WOLFCAMP FORMATIONS IN THE DELAWARE BASIN: A CASE STUDY .......................................... 1883

James Keay, Ritesh Sharma, Satinder Chopra

DEPTH DOMAIN SEISMIC INTERPRETATION IN LOW AMPLITUDE STRUCTURES OF BOHAI OILFIELD ......................................................................................................................................................... 1888

Dekui Xu, Gang Peng, Hailiang Jia, Jianli Wang

DELINEATION OF COMPLEX FAULT NETWORK NORTH SLOPE, ALASKA USING SEISMIC ATTRIBUTES ................................................................................................................................................................. 1893

Shuvajit Bhattacharya, Sumit Verma

INTEGRATED STRATIGRAPHIC INTERPRETATION OF COMPLEX JURASSIC CARBONATE SYSTEMS .............................................................................................................................................. 1898

Mohammad Al Mershed

A NEW UNUSUAL CONFINED SEDIMENTARY SYSTEM FROM THREE-DIMENSIONAL SEISMIC REFLECTION DATA OF BOZHONG SAG, BOHAI BAY BASIN, CHINA ......................................... 1903

Changgui Xu, Sen Li

APPLYING SEISMIC SEDIMENTOLOGY FOR HIGH-RESOLUTION AND QUANTITATIVE IMAGING OF FLUVIAL CHANNEL SANDSTONES: AN EXAMPLE FROM BOHAI BAY BASIN, CHINA.............................................................................................................................................................................. 1908

Hongliu Zeng, Zhiwei Zeng

PURPOSEFUL SEISMIC IMAGING FOR SUBSALT WILCOX STRATIGRAPHY ............................................ 1913Bing Bai, Mark Fan, Qiaofeng Wu, Serife Bitlis, Yao Zhao

FAULT STABILITY EVALUATION BASED ON MICROSEISMIC DATA AND SLIDING TREND SEISMIC ATTRIBUTES: A CASE STUDY IN THE SICHUAN BASIN, SOUTHWEST CHINA ........................ 1918

Chen Yuanzhong, Guo Rui, Wang Shize

INNOVATIVE AUTOMATIC FAULT DETECTION USING A VOLUME 3D SCANNING METHOD ......................................................................................................................................................................... 1923

Fabien Pauget, Sébastien Lacaze, Sven Philit

INTEGRATED PSDM SEISMIC ATTRIBUTES AND RESERVOIR DYNAMIC DATA FOR FAULT PREDICTION IN H OILFIELD, MIDDLE EAST ........................................................................................ 1928

Chen Xiangfei, Chen Xin, Feng Xukui, Li Yanjing, Sun Haishan, Wang Xuejun, Wei Xiaodong, Xia Yaliang, Yang Ke

EXTRACT DISCONTINUITY FEATURES FROM HORIZON ATTRIBUTE ....................................................... 1933Cheng Yin, Feng Ding, Ronghuo Dai, Xiang Xiao

SEISMIC FAULT ENHANCEMENT USING SPECTRAL DECOMPOSITION ASSISTED ATTRIBUTES ................................................................................................................................................................. 1938

Bin Lyu, Fangyu Li, Kurt J. Marfurt

MULTI-SCALE STRIKE-SLIP FAULT DELINEATION IN DEEP FRACTURED-VUGGY CARBONATE.................................................................................................................................................................. 1943

Li Zongjie, Qi Lixin

CASE STUDY: GEOLOGY-GUIDED TOMOGRAPHY IN A COMPLICATED GEOLOGICAL AREA................................................................................................................................................................................ 1948

Chung-Chi Shih, Dawn Jantz, Hao Deng, Jun Tang, Michael O’Brian, Yanwei Xue, Zengbao Chen

FLEXURES IN THE ANADARKO BASIN: DO THEY INDICATE FAULTING OR FOLDING?....................... 1953Kurt Marfurt, Swetal Patel

A WELL-TO-SEISMIC CALIBRATION METHOD FOR SEISMIC DATA IN DEPTH DOMAIN ..................... 1958Changjiang Wang, Hongmei Luo, Peijie Yang, Yiran Xing

EXTENDED-POCS 5D TECHNOLOGY AND ENHANCED DEPTH IMAGING LEADS TO IMPROVED WELL PLANNING AND GEOSTEERING PERFORMANCE OF THE UNCONVENTIONAL SHALE GAS RESERVOIRS .................................................................................................. 1963

Casey Hagbo, David Hren, Kai Zhang

APPLICATION OF PROCESSING AND INTERPRETATION INTEGRATION IN LOW-PROFILE STRUCTURAL DEPTH PREDICTION ....................................................................................................................... 1968

Dekui Xu, Gang Peng, Hongbo Ding, Ying Li

INNOVATIVE WORKFLOW FOR STRUCTURAL SEISMIC INTERPRETATION: COMBINING AUTOMATED TECHNOLOGIES WITH STRUCTURAL ANALYSIS TECHNIQUES ....................................... 1973

A. Bounaim, B. H. Fotland, D. Steckhan, H. G. Borgos, K. S. Boge, M. Etchebes, M. Nickel, P. Le Guern, T. Brenna, T. H. Boe, W. Athmer

SIMULTANEOUS AUTOMATIC WELL-TO-SEISMIC TIE AND WAVELET PHASE ESTIMATION ................................................................................................................................................................. 1978

Daniel O. Perez, Danilo R. Velis, Gabriel R. Gelpi

A CONCISE METHOD TO ESTIMATE FRACTURE PARAMETERS IN THE VFTI MEDIA .......................... 1983Xingyao Yin, Yuanyuan Tan, Zhaoyun Zong, Zhengqian Ma

SEISMIC SPECTRUM DECOMPOSITION USING FLATTENED MULTIPLE SEISMIC TRACES ................ 1988Bo Zhang, Xiwu Liu, Zhizhou Huo

THE IDENTIFICATION OF SUBTLE STRIKE-SLIP FAULTS BASED ON FAULT LIKELIHOOD ATTRIBUTE IN EAST OF BOHAI OILFIELD, EASTERN CHINA ....................................................................... 1993

Hongguo Zhang, Xugang Ma, Yu Xiong, Yuxiu Wang, Zhiheng Jiang

HYDROCARBON ACCUMULATION ANALYSIS BY RECONSTRUCTING THE CANYON-FILL SEQUENCE USING SEISMIC STRATIGRAPHIC INTERPRETATION IN THE CENTRAL GULF COASTAL PLAIN OF TEXAS ...................................................................................................................................... 1998

Kelly H. Liu, Stephen S. Gao, Tianze Zhang, Yani Lin

IDENTIFYING NEW OPPORTUNITIES IN SHALLOW RESERVOIRS USING VINTAGE SEISMIC DATA .............................................................................................................................................................. 2003

Anand Prakash, Deddy Djanawir, Manayer Esam Hasan Al-Abdullah, Meshal Abdul Hameed Al-Wadi, Mubarak Al-Hajeri, Riyasat Husain, Salem Abdullah Abdul Karim Al-Ali

IDENTIFICATION AND INTERPRETATION OF SEISMIC ANOMALIES IN CARBONATE ROCK RESERVOIRS: IRAQ EXAMPLE ................................................................................................................... 2008

Cong Han, Haifeng Wang, Junhai Liu, Minghua Xu, Ziming Wang

3D SEISMIC CHARACTERIZATION FOR THE ACADIAN DETACHMENT AND WRENCH FAULTS IN THE HINGE OF THE PENNSYLVANIA SALIENT, CENTRAL PENNSYLVANIA: IMPLICATIONS FOR THE MARCELLUS SHALE RESERVOIR INTEGRITY IN THE APPALACHIAN BASIN................................................................................................................................................. 2013

Dengliang Gao, Peter Sullivan

SEISMIC GEOMORPHOLOGY OF DEEP-WATER CHANNEL SYSTEMS IN THE SOUTHERN TARANAKI BASIN ........................................................................................................................................................ 2018

Clayton Silver, Heather Bedle, Karelia La Marca-Molina

ORTHOGONAL DEEP AUTOENCODERS FOR UNSUPERVISED SEISMIC FACIES ANALYSIS................. 2023Chenyun Song, Kunhong Li

A METHOD OF PERMEABILITY PREDICTION FOR THE TIGHT SANDSTONE RESERVOIR .................. 2029Lei Shi, Pu Wang

NONCONVEX OPTIMIZATION-BASED INVERSE SPECTRAL DECOMPOSITION ....................................... 2034Ming Ma, Rui Zhang

ATTRIBUTE-DRIVEN RESIDUAL LATERAL MOVEOUT CORRECTION FOR AZIMUTHALLY LIMITED SEISMIC VOLUMES ................................................................................................... 2039

Jie Qi, Jing Zhang, Kurt Marfurt, Saurabh Sinha

CORRECTION OF MIS-TIES IN SEISMIC DATA USING A VARIATION OF KRIGING WITH VARIANCE OF MEASUREMENT ERROR ............................................................................................................... 2044

Catherine Formento, Didier Renard, Frédéric Huguet, Pedro Correia

IDENTIFICATION OF PORE STRUCTURE VARIATION IN A DEEPLY-BURIED CARBONATE RESERVOIR THROUGH HIGH-RESOLUTION SEISMIC INVERSION ............................................................. 2049

Jingyi Guo, Yuefeng Sun

NOVEL SEISMIC FORWARD MODELLING OF THE SEAL BYPASS STRUCTURE: AN EXAMPLE FROM THE LOYAL FIELD OF THE NORTH SEA (SCOTLAND, UK) ........................................... 2054

Isabelle Lecomte, Zhihua Cui

SEISMIC FACIES IDENTIFICATION IN A DEEPWATER CHANNEL COMPLEX APPLYING SEISMIC ATTRIBUTES AND UNSUPERVISED MACHINE LEARNING TECHNIQUES. A CASE STUDY IN THE TARANAKI BASIN, NEW ZEALAND............................................................................................ 2059

Clayton Silver, Heather Bedle, Karelia La Marca-Molina, Roger Slatt

SEISMIC ATTRIBUTE IDENTIFICATION THROUGH WAVEFORM ANALYSIS OF GAS HYDRATES IN THE PEGASUS BASIN, OFFSORE NEW ZEALAND................................................................... 2064

Heather Bedle, Roberto Clairmont

VARIATIONS IN DEPOSITIONAL ENVIRONMENTS DURING THE PLIOCENE EPOCH REVEALED BY SEISMIC ATTRIBUTE ANALYSIS IN THE OFFSHORE AREA OF SOUTHWESTERN TAIWAN........................................................................................................................................ 2069

Chia-Sheng Tu, Chien-Ping Lee, Wei-Yi Chiu

DECONVOLUTION IN TIME TO ESTIMATE THE SEISMIC WAVELET AND TO RECOVER THE REFLECTIVITY: WELL-TO-SEISMIC-TIE ON REAL DATASET FROM VIKING GRABEN, NORTH SEA. ................................................................................................................................................ 2074

Isadora A. S. De Macedo, José Jadsom S. De Figueiredo

NEAR-REALTIME MANAGEMENT OF INDUCED SEISMICITY DURING AN EGS STIMULATION .............................................................................................................................................................. 2079

Grzegorz Kwiatek, Peter Eric Malin, Tero Saarno

DATA PROCESSING OF A LOCAL SEISMOLOGICAL NETWORK FOR WEST TEXAS SEISMICITY CHARACTERIZATION........................................................................................................................ 2084

Dmitrii Merzlikin, Ibinabo Bestmann

CLUSTERING IN FLUID-INDUCED SEISMICITY AND WHAT IT TELLS US ABOUT ITS SOURCE .......................................................................................................................................................................... 2089

Martin Schoenball

GLOBAL OPTIMIZATION OF ARRIVAL PICKING FOR MICROSEISMIC EVENTS .................................... 2094Chuan He, Guiting Hou, Yuyang Tan, Zhichao Yu, Zhonghua Mao

STUDYING STRESS STATE AND FAULT ZONE PROPERTIES OF SOURCE REGIONS OF INDUCED SEISMICITY USING DYNAMIC RUPTURE MODELS........................................................................ 2099

Benchun Duan, Dawid Szafranski

AN ANALYTICAL MODEL FOR HEAD WAVES RECORDED AS FIRST ARRIVALS IN DOWNHOLE MICROSEISMIC MEASUREMENT .................................................................................................. 2104

Shogo Masaya

EARTHQUAKE CLUSTERS SHOW TEMPORAL CHANGES IN SHEAR-WAVE ANISOTROPY IN THE US MIDCONTINENT ...................................................................................................................................... 2109

Georgios Tsoflias, Keith Nolte

A SUB-REGIONAL REVIEW OF DELAWARE BASIN SEISMICITY UTILIZING PRIVATE ARRAY DATA ................................................................................................................................................................ 2113

Samir F. Jreij

GEOMECHANICAL CONDITIONS TO CREATE HALF-MOON EVENTS DURING HYDRAULIC FRACTURING....................................................................................................................................... 2118

Nepomuk Boitz, Serge Shapiro

ROBUST BAYESIAN MOMENT TENSOR INVERSION USING TRANSPORT-LAGRANGIAN DISTANCES .................................................................................................................................................................... 2123

Andrea Scarinci, Michael Fehler, Youssef Marzouk

SOURCE PARAMETER ANALYSIS OF MICROSEISMICITY DURING HYDRAULIC FRACTURE: PINNING STRESS DISTRIBUTIONS WITHIN FRACTURE ZONE .............................................. 2128

Jiewen Zhang, Nori Nakata, Xiaowei Chen

ADVANCEMENTS IN 3D TIME-DOMAIN ELECTROMAGNETIC INVERSION IN THE ATHABASCA BASIN, CANADA: A UNIQUE CASE STUDY FROM THE WEST MCARTHUR PROJECT ........................................................................................................................................................................ 2133

Clinton Keller

A BRIEF ANALYSIS OF MOBILEMT DATA............................................................................................................ 2138Daniel Sattel, Ken Witherly, Vlad Kaminski

APPLICATIONS OF MACHINE LEARNING TO THE SPATIAL INTERPOLATION OF AEROMAGNETIC DATA ............................................................................................................................................. 2143

Richard Smith, Tomas Naprstek

3D FINITE-VOLUME TIME-DOMAIN MODELING OF GEOPHYSICAL ELECTROMAGNETIC DATA ON UNSTRUCTURED GRIDS USING POTENTIALS ................................................................................. 2148

Grant Harrison, Jean-Marc Miehé, Xushan Lu

IMPACT OF AIRBORNE GEOPHYSICAL SURVEYS ON THE EXPLORATION OF GOLD MINERALIZATION IN BURKINA FASO .................................................................................................................. 2153

Abdoulaye Touré, Alexander Prikhodko,Jean Legault, Kanita Khaled, Nasreddine Bournas

ZTEM AND MAGNETIC INTERPRETATION RESULTS OVER THE LA ESPERANZA EPITHERMAL SILVER AND PRECIOUS AND BASE METALS PROJECT, ZACATECAS AND DURANGO STATES, MEXICO.................................................................................................................................... 2158

Jerry D. Blackwell, Nasreddine Bournas

ESTIMATING TOTAL MAGNETIZATION DIRECTIONS USING CONVOLUTIONAL NEURAL NETWORKS.................................................................................................................................................................... 2163

Felicia Nurindrawati, Jiajia Sun

MAGNETIC ON-TIME TRANSIENT ELECTROMAGNETIC (MOTEM) METHOD: A FEASIBILITY STUDY AT THE RAGLAN NICKEL MINE ..................................................................................... 2168

Aline Tavares Melo, Yaoguo Li

INDUCTIVE COUPLING IN IP MEASUREMENTS AND APPLICATIONS TO 3D DISTRIBUTED ARRAY FIELD DATA INVERSION ............................................................................................................................ 2173

Fouzan Alfouzan, Leif H. Cox, Michael S. Zhdanov

FROM AIRBORNE TO EFFECTIVE-MEDIUM SPECTRAL IP MINERAL EXPLORATION: A CASE STUDY IN SAUDI ARABIA............................................................................................................................... 2178

Abdulrahman Alotaibi, Fouzan Alfouzan, Leif H. Cox, Michael S. Zhdanov

GAMMA RAY, SPECTRAL GAMMA RAY AND OPTICAL BOREHOLE IMAGER LOGS APPLIED IN THE EXPLORATION FOR ORE DEPOSITS ..................................................................................... 2183

David Abarca Alfaro, Juan Tito Mendoza Aranda, Rosa Juárez Flores

DESIGN OF A VERY HIGH-RESOLUTION AIRBORNE HELICOPTER EM SYSTEM FOR MINERAL EXPLORATION IN ROUGH TERRAIN AND TO INTERMEDIATE DEPTH.................................. 2188

Greg M. Hollyer

MODELLING THE AIRBORNE ELECTROMAGNETIC RESPONSE OF A SPHERE BENEATH CONDUCTIVE OVERBURDEN................................................................................................................................... 2192

Anthony D. Zamperoni, Richard S. Smith

LEARNING SEISMIC IMAGE ENHANCEMENT FROM PAIRS OF 3D PARTIAL AND FULL IMAGE VOLUMES ........................................................................................................................................................ 2197

Enning Wang, Jeff Nealon

SEISMIC DATA INTERPOLATION USING CYCLEGAN ...................................................................................... 2202Harpreet Kaur, Nam Pham, Sergey Fomel

CROSS-STREAMER WAVEFIELD INTERPOLATION USING DEEP CONVOLUTIONAL NEURAL NETWORK .................................................................................................................................................... 2207

Jan Erik Lie, Leiv Gelius, Thomas Larsen Greiner

INPAINTING OF LOCAL WAVEFRONT ATTRIBUTES USING ARTIFICIAL INTELLIGENCE .................. 2212Andrey Bakulin, Ilya Silvestrov, Kirill Gadylshin

AUTOMATIC PHASE PICKER FOR SINGLE COMPONENT BOREHOLE SEISMIC DATA WITH DEEP NEURAL NETWORK ............................................................................................................................ 2217

Badr Al-Rumaih, Dongzhuo Li, Jerry M. Harris, Jing Zheng

DEEP LEARNING FOR LOCAL SEISMIC IMAGE PROCESSING: FAULT DETECTION, STRUCTURE-ORIENTED SMOOTHING WITH EDGE-PRESERVING, AND SLOPE ESTIMATION BY USING A SINGLE CONVOLUTIONAL NEURAL NETWORK ............................................. 2222

Luming Liang, Sergey Fomel, Xinming Wu, Yunzhi Shi, Zhicheng Geng

WAVEFIELD COMPRESSION FOR SEISMIC IMAGING VIA CONVOLUTIONAL NEURAL NETWORKS.................................................................................................................................................................... 2227

Alessandro Lieto, Claudia Parera, Daniele Moro, Francesco Devoti, Paolo Bestagini, Politecnico Di Milano, Stefano Tubaro, Vincenzo Lipari

DEEP-LEARNING BASED OCEAN BOTTOM SEISMIC WAVEFIELD RECOVERY ....................................... 2232Ali Siahkoohi, Felix J. Herrmann, Rajiv Kumar

RELATIVE GEOLOGIC TIME ESTIMATION USING A DEEP CONVOLUTIONAL NEURAL NETWORK...................................................................................................................................................................... 2238

Sergey Fomel, Xinming Wu, Yunzhi Shi, Zhicheng Geng

INTERACTIVE TRACKING OF SEISMIC GEOBODIES USING DEEP LEARNING FLOOD-FILLING NETWORK .................................................................................................................................................... 2243

Xinming Wu, Yunzhi Shi

PREDICTING GAS PRODUCTION USING MACHINE LEARNING METHODS: A CASE STUDY ................ 2248Colleen Donegan, Tania Mukherjee, Thomas Burgett, Taylor Ward, Telha Ghanchi

SEMI-AUTOMATED SEISMIC HORIZON INTERPRETATION USING ENCODER-DECODER CONVOLUTIONAL NEURAL NETWORK ............................................................................................................... 2253

Bo Zhang, Hao Wu

MULTIVARIATE ATTRIBUTE SELECTION IN SEISMIC FACIES CLASSIFICATION.................................. 2258Kurt Marfurt, Robert Hardisty, Yuji Kim

ANALYSIS OF SEISMIC AND TEXTURE ATTRIBUTES FOR STRATIGRAPHIC SEGMENTATION .......................................................................................................................................................... 2263

Marco Ferraz, Matheus Oliveira, Renato Cerqueira, Rodrigo S. Ferreira, Sérgio Cersosimo

DOES SHALLOW GEOLOGICAL KNOWLEDGE HELP NEURAL-NETWORKS TO PREDICT DEEP UNITS? ................................................................................................................................................................. 2268

Bas Peters, Justin Granek

SUPERVISED SEISMIC FACIES CLASSIFICATION USING PROBABILISTIC NEURAL NETWORKS: WHICH ATTRIBUTES SHOULD THE INTERPRETER USE? ..................................................... 2273

David Lubo-Robles, Kurt J. Marfurt, S. Lakshmivarahan, Thang Ha

ESTIMATING THE INVERSE HESSIAN FOR AMPLITUDE CORRECTION OF MIGRATED IMAGES USING DEEP LEARNING............................................................................................................................ 2278

Harpreet Kaur, Nam Pham, Sergey Fomel

DEEP LEARNING NETWORK OPTIMIZATION AND HYPER-PARAMETER TUNING................................. 2283Michael Jervis, Mingliang Liu, Robert Smith

ML-DESCENT: AN OPTIMIZATION ALGORITHM FOR FWI USING MACHINE LEARNING .................... 2288Bingbing Sun, Tariq Alkhalifah

DEEP LEARNING WITH CROSS-SHAPE DEEP BOLTZMANN MACHINE FOR PRE-STACK INVERSION PROBLEM................................................................................................................................................ 2293

Mrinal Sen, Son Phan

SEMI-SUPERVISED LEARNING FOR ACOUSTIC IMPEDANCE INVERSION ................................................ 2298Ghassan Alregib, Motaz Alfarraj

A DEEP LEARNING APPROACH FOR ACOUSTIC FWI WITH ELASTIC DATA ............................................ 2303Dongzhuo Li, Fuchun Gao, Paul Williamson

PRE-STACK TARGET-ORIENTED LEAST SQUARES RTM IN IMAGE DOMAIN USING CONJUGATE HOPFIELD NETWORKS AND THE BOLTZMANN MACHINE .................................................. 2308

Janaki Vamaraju, Mrinal K. Sen, Zeyu Zhao

USING FWI AND DEEP LEARNING TO CHARACTERIZE VELOCITY ANOMALIES IN CROSSWELL SEISMIC DATA .................................................................................................................................... 2313

Robert Stewart, Wenyuan Zhang

OVERCOMING NUMERICAL DISPERSION OF FINITE-DIFFERENCE WAVE EXTRAPOLATION USING DEEP LEARNING......................................................................................................... 2318


VOLUME 4

MULTILAYER SPARSE LSM = DEEP NEURAL NETWORK................................................................................ 2323

Gerard Schuster, Zhaolun Liu

PETROPHYSICAL PROPERTIES PREDICTION FROM PRE-STACK SEISMIC DATA USING CONVOLUTIONAL NEURAL NETWORKS ............................................................................................................. 2328

Tapan Mukerji, Vishal Das

GEOPHYSICAL DATA INTEGRATION AND MACHINE LEARNING FOR MULTI-TARGET LEAKAGE ESTIMATION IN GEOLOGIC CARBON SEQUESTRATION ......................................................... 2333

Rafael Pires De Lima, Youzuo Lin

PRE-STACK SEISMIC INVERSION USING SEISINV-RESNET............................................................................ 2338Guangzhi Zhang, Jiameng Du, Junzhou Liu, Lei Han, Ning Li

A THEORY-GUIDED DEEP LEARNING FORMULATION OF SEISMIC WAVEFORM INVERSION .................................................................................................................................................................... 2343

Daniel O. Trad, Jian Sun, Junxiao Li, Kristopher A. Innanen, Zhan Niu

A PROGRESSIVE DEEP TRANSFER LEARNING APPROACH TO CYCLE-SKIPPING MITIGATION IN FWI ................................................................................................................................................... 2348

Jiefu Chen, Wenyi Hu, Xuqing Wu, Yuchen Jin

COMBINING ARTIFICIAL INTELLIGENCE WITH HUMAN REASONING FOR SEISMIC INTERPRETATION ....................................................................................................................................................... 2353

James Lowell, Vural Erdogan

SEISMIC STRATIGRAPHY INTERPRETATION VIA DEEP CONVOLUTIONAL NEURAL NETWORKS.................................................................................................................................................................... 2358

Aria Abubakar, Haibin Di, Hiren Maniar, Zhun Li

EFFECTIVE MACHINE LEARNING APPROACH FOR IDENTIFYING HIGH TOTAL ORGANIC CARBON FORMATIONS ......................................................................................................................... 2363

Adewale Amosu, Yuefeng Sun

TRANSFORMING SEISMIC DATA INTO PSEUDO-RGB IMAGES TO PREDICT CO2 LEAKAGE USING PRE-LEARNED CONVOLUTIONAL NEURAL NETWORKS WEIGHTS ......................... 2368

Kurt J. Marfurt, Rafael Pires De Lima, Youzuo Lin

DIRECT HYDROCARBON INDICATORS BASED ON LONG SHORT-TERM MEMORY NEURAL NETWORK .................................................................................................................................................... 2373

Aristofanes Correa Silva, Luiz Fernando Santos, Marcelo Gattass, Reinaldo Mozart Gama E Silva

STRATIGRAPHY ESTIMATION FROM SEISMIC DATA USING DEEP LEARNING ...................................... 2378Bruce Power, Fantine Huot, Joe Stefani

ANISOTROPIC MOVEOUT CORRECTION USING A HOUGH TRANSFORM NEURAL NETWORK...................................................................................................................................................................... 2383

Janaki Vamaraju, Mrinal K. Sen

VERTICAL RESOLUTION ENHANCEMENT OF SEISMIC DATA WITH CONVOLUTIONAL U-NET................................................................................................................................................................................... 2388

Yonggyu Choi, Young Kim

STYLE TRANSFER FOR GENERATION OF REALISTICALLY TEXTURED SUBSURFACE MODELS.......................................................................................................................................................................... 2393

Daniel Peter, Oleg Ovcharenko, Tariq Alkhalifah, Vladimir Kazei

IMPROVED WELL LOG CLASSIFICATION USING SEMI-SUPERVISED ALGORITHMS ............................ 2398Alison Malcolm, J. Kim Welford, Michael W. Dunham

MISSING SONIC LOG PREDICTION USING CONVOLUTIONAL LONG SHORT-TERM MEMORY ........................................................................................................................................................................ 2403

Nam Pham, Xinming Wu

AUTOMATIC SEISMIC FACIES INTERPRETATION BASED ON AN ENHANCED ENCODER-DECODER STRUCTURE.............................................................................................................................................. 2408

Hao Xue, Haoran Zhang, Yang Liu, Yuxi Zhang

FAULTNET: A DEEP CNN MODEL FOR 3D AUTOMATED FAULT PICKING ................................................ 2413Qie Zhang, Xinming Wu, Yunzhi Shi

3D CONVOLUTIONAL NEURAL NETWORKS FOR EFFICIENT FAULT DETECTION AND ORIENTATION ESTIMATION.................................................................................................................................... 2418

Tao Zhao

REDUCING TRAINING DATASET BIAS FOR AUTOMATIC FAULT DETECTION ........................................ 2423Fréderic Joncour, Laurent Castanié, Pierre Goutorbe, Sébastien Guillon

MULTI-CHANNEL CONVOLUTIONAL NEURAL NETWORK WORKFLOW FOR AUTOMATIC SALT INTERPRETATION.................................................................................................................. 2428

Huseyin Denli, Mike Kovalski, Ruichao Ye, Victoria Som De Cerff

PHYSICS-GUIDED MACHINE LEARNING IDENTIFICATION OF DISCRETE FRACTURES FROM DOUBLE BEAM IMAGES ............................................................................................................................... 2433

Hao Hu, Jiaxuan Li, Yingcai Zheng

SEISMIC WAVEFORM CLASSIFICATION VIA A NEW SIMILARITY MEASURE ......................................... 2438Bin She, Chengyun Song, Guangmin Hu, Kunhong Li, Zhining Liu

MACHINE-LEARNING BASED PREDICTION OF PHASE VELOCITIES AND PHASE ANGLES FROM GROUP VELOCITIES AND GROUP ANGLES IN AN ANISOTROPIC ELASTIC MEDIUM- A FEASIBILITY STUDY............................................................................................................................ 2443

Anthony Manuel Moraes, Chau Duc Minh Ha, Mingliang Liu, Mohit Ayani, Prayas Rath, Rodrigo Correa Rangel, Scott A Darhower, Subhashis Mallick

WAVEFORM CLASSIFICATION METHOD BASED ON STRONG BACKGROUND INTERFERENCE SEPARATED................................................................................................................................... 2448

Cheng Wang, Chunlin Xie, Shi’An Shen

USING GAN PRIORS FOR ULTRAHIGH RESOLUTION SEISMIC INVERSION ............................................. 2453Qixin Li, Yaneng Luo

SEISMIC DENOISING BASED ON NONLOCAL STRUCTURED BAYESIAN NONPARAMETRIC DICTIONARY ................................................................................................................................................................. 2458

Fanchang Zhang, Nanying Lan

AUTOMATIC FIRST ARRIVAL PICKING FOR BOREHOLE SEISMIC DATA USING A PIXEL-LEVEL NETWORK ....................................................................................................................................................... 2463

James W. Rector, Siyuan Cao, Yuanyuan Ma, Zhishuai Zhang

CONSTRAINED AUTOMATIC TOPS PICKING USING CONVOLUTIONAL NEURAL NETWORKS.................................................................................................................................................................... 2468

Emily Panetti, Jeff Godwin, John Roberts

JOINT DICTIONARY LEARNING AND SUPER-RESOLUTION NETWORK ON SEISMIC NOISE REMOVAL ......................................................................................................................................................... 2473

Hao Mai, Jing Xu, Siyuan Cao

AN IMPLEMENTATION OF THE SEISMIC RESOLUTION ENHANCING NETWORK BASED ON GAN ........................................................................................................................................................................... 2478

Cheng Wang, Daqing, Haijing Zhang, Wei Wang, Xiaokai Wang, Zhonghua Zhao

AUTOMATED CHANNEL DETECTION USING DEEP CONVOLUTIONAL NEURAL NETWORKS.................................................................................................................................................................... 2483

Bartosz Goledowski, Michael Nickel, Oddgeir Gramstad

BAYESIAN DEEP LEARNING FOR SEISMIC FACIES CLASSIFICATION AND ITS UNCERTAINTY ESTIMATION................................................................................................................................... 2488

Pradip Mukhopadhyay, Subhashis Mallick

SALTSEG: A ß-VARIATIONAL AUTOENCODER CONSTRAINED ENCODER-DECODER ARCHITECTURE FOR ACCURATE GEOLOGIC INTERPRETATION .............................................................. 2493

Arvind Sharma, Cen Ong, Satyakee Sen, Sribharath Kainkaryam

SEISMIC IMPEDANCE INVERSION BASED ON CYCLE-CONSISTENT GENERATIVE ADVERSARIAL NETWORK ........................................................................................................................................ 2498

Qiang Ge, Wenkai Lu, Xinfei Yan, Yuqing Wang

SEISMIC FAULT DETECTION WITH ITERATIVE DEEP LEARNING .............................................................. 2503Fucai Yu, Guangmin Hu, Ruoshui Zhou, Yufei Cai

REGULARIZED SUPERVISED DESCENT METHOD FOR 2-D MAGNETOTELLURIC DATA INVERSION .................................................................................................................................................................... 2508

Aria Abubakar, Rui Guo

DEEP LEARNING GUIDING FIRST-ARRIVAL TRAVELTIME TOMOGRAPHY ............................................ 2513Jie Zhang, Xiaofeng Jia, Ziang Li

3D SEISMIC WAVEFORM OF CHANNELS EXTRACTION BY ARTIFICIAL INTELLIGENCE ................... 2518Cheng Wang, Chunlin Xie, Dawei Liu, Wei Wang, Zhensheng Shi

A COMPARISON OF GEOPHYSICAL INVERSION AND MACHINE LEARNING IN INVERSE PROBLEMS..................................................................................................................................................................... 2523

Nori Nakata, Yuji Kim

A NEW P-WAVE RECONSTRUCTION METHOD FOR VSP DATA USING CONDITIONAL GENERATIVE ADVERSARIAL NETWORK ............................................................................................................ 2528

Jizhong Yang, Yanwen Wei, Yunyue Elita Li

DEEP LEARNING FOR GRAVITY AND MAGNETIC DATA INTERPOLATION.............................................. 2533Feng Wang, Shengchang Chen, Yanan Liu

HIGH RESOLUTION INVERSION OF SEISMIC WAVELET AND REFLECTIVITY USING ITERATIVE DEEP NEURAL NETWORKS ............................................................................................................... 2538

Daoyu Chen, Jinghuai Gao, Yupeng Hou, Zhaoqi Gao

EFFICIENT SEISMIC DENOISING TECHNIQUES USING ROBUST PRINCIPAL COMPONENT ANALYSIS ....................................................................................................................................................................... 2543

Ningyu Sha, Youzuo Lin

BAYESIAN DEEP LEARNING AND UNCERTAINTY QUANTIFICATION APPLIED TO INDUCED SEISMICITY LOCATIONS IN THE GRONINGEN GAS FIELD IN THE NETHERLANDS: WHAT DO WE NEED FOR SAFE AI?........................................................................................ 2548

Chen Gu, M. Nafi Toksoz, Youssef M. Marzouk

ESTIMATION OF ACOUSTIC IMPEDANCE FROM SEISMIC DATA USING TEMPORAL CONVOLUTIONAL NETWORK ................................................................................................................................. 2554

Ahmad Mustafa, Ghassan Alregib, Motaz Alfarraj

MULTI-TRACE AND MULTI-ATTRIBUTE ANALYSIS FOR FIRST-BREAK PICKING WITH THE SUPPORT VECTOR MACHINE......................................................................................................................... 2559

Jie Zhang, Xudong Duan

ESTIMATION OF SEISMIC DIP AND AZIMUTH BASED ON NEURAL NETWORK LEARNING ................ 2564Ma Shufang, Yang Hao

VMB-NET: A DEEP LEARNING NETWORK FOR VELOCTY MODEL BUILDING IN A CROSS-WELL ACQUISITION GEOMETRY........................................................................................................................... 2569

Jianwei Ma, Wenlong Wang

S-WAVE VELOCITY PREDICTION FOR COMPLEX RESERVOIRS USING A DEEP LEARNING METHOD................................................................................................................................................... 2574

Lili Ji, Liuxin Yang, Sam Zandong Sun

SEISMIC RANDOM NOISE ATTENUATION IN F-X DOMAIN USING COMPLEX-VALUED RESIDUAL CONVOLUTIONAL NEURAL NETWORK .......................................................................................... 2579

Kurt J. Marfurt, Robert Hardisty, Yuji Kim

PHYSICS INFORMED NEURAL NETWORKS FOR VELOCITY INVERSION .................................................. 2584Jingye Li, Xiaohong Chen, Yiran Xu

SEISMIC DATA INTERPOLATION WITH CONDITIONAL GENERATIVE ADVERSARIAL NETWORK IN TIME AND FREQUENCY DOMAIN................................................................................................ 2589

D. K. Chang, H. S Li, W. Y. Yang, X. S. Yong

DEEP LEARNING APPROACH IN CHARACTERIZING SALT BODY ON SEISMIC IMAGES ...................... 2594Cheng Zhan, Jia Wei, Licheng Zhang, Meng Zhang, Tianxia Zhao, Yue Wu, Zhenzhen Zhong

CONVOLUTIONAL RECURRENT NEURAL NETWORKS BASED WAVEFORM CLASSIFICATION IN SEISMIC FACIES ANALYSIS ............................................................................................. 2599

Li Lei, Liang Han, Xiong Wei, Zhan Shifan

AUTOMATIC VELOCITY PICKING BASED ON DEEP LEARNING................................................................... 2604Hao Zhang, Peimin Zhu, Xiaozhang Li, Yuan Gu

SEISMIC FACIES ANALYSIS BASED ON 3D-CNN AND SEISMIC STRATIGRAPHIC SLICE....................... 2609Handong Huang, Jianxing Wang, Xiaowen Zheng

DEEP 3D CONVOLUTIONAL NEURAL NETWORK APPLIED TO CT SEGMENTED IMAGE FOR ROCK PROPERTIES PREDICTION ................................................................................................................. 2614

Bruno Barbosa Rodrigues, Leandro Passos De Figueiredo, Maury Duarte

UNSUPERVISED MACHINE LEARNING FACIES CLASSIFICATION IN THE DELAWARE BASIN AND ITS COMPARISON WITH SUPERVISED BAYESIAN FACIES CLASSIFICATION ................... 2619

Kurt Marfurt, Ritesh Sharma, Satinder Chopra

FIRST ARRIVAL PICKING USING U-NET WITH LOVASZ LOSS AND NEAREST POINT PICKING METHOD....................................................................................................................................................... 2624

Hien Van Nguyen, Jiefu Chen, Pengyu Yuan, Wenyi Hu, Xuqing Wu

AUTOMATIC ELECTROFACIES CLASSIFICATION FROM WELL LOGS ...................................................... 2629Lin Liang, Vasileios-Marios Gkortsas

A CONVOLUTIONAL NEURAL NETWORK FOR SEISMIC DIP ESTIMATION .............................................. 2634Dawei Liu, Wenchao Chen, Xiaokai Wang, Yanhui Zhou, Zhensheng Shi

EVALUATION OF IMAGE COMPARISON METHODS FOR COMPLEX TEXTURES .................................... 2639Marco Ferraz, Matheus Oliveira, Renato Cerqueira, Rodrigo S. Ferreira, Sérgio Cersosimo

LEARNING OR MEMORIZING: A STUDY OF GENERALIZATION ISSUES ON DATA-DRIVEN SEISMIC FULL-WAVEFORM INVERSION.............................................................................................................. 2644

Youzuo Lin, Zhongping Zhang

THE SMALL DATA SOLUTION DRIVING DATA DISCOVERY IN THE ABSENCE OF KEY DATA................................................................................................................................................................................ 2649

C. Lu, J. He, T. Ramsay

ELASTIC WAVE-MODE SEPARATION IN HETEROGENEOUS ANISOTROPIC MEDIA USING DEEP LEARNING .......................................................................................................................................................... 2654


DETECTING P- AND S-WAVE ARRIVALS WITH A RECURRENT NEURAL NETWORK............................. 2659David Kirschner, Junlun Li, Nick Howes

SHALE ANISOTROPY MODEL BUILDING BASED ON DEEP NEURAL NETWORKS ................................... 2663Arthur Cheng, Nan You, Yunyue Elita Li

INCORPORATING MOMENTUM ACCELERATION TECHNIQUES APPLIED IN DEEP LEARNING INTO TRADITIONAL OPTIMIZATION ALGORITHMS ................................................................. 2668

Bin She, Guangmin Hu, Yaojun Wang

EARTHQUAKEGEN: EARTHQUAKE GENERATOR USING GENERATIVE ADVERSARIAL NETWORKS.................................................................................................................................................................... 2674

Tiantong Wang, Youzuo Lin, Zhongping Zhang

CFP-BASED SHEAR WAVE VELOCITY MODEL BUILDING USING CONVERTED WAVES....................... 2679Hongwei Liu, Mustafa Al-Ali, Yi Luo

AZIMUTHAL RESPONSE AND SHEAR WAVE SPLITTING OF 9-COMPONENT SHEAR WAVES FOR THE FRACTURE ZONES IN A TIGHT SAND RESERVOIR ......................................................... 2684

Jiwei Cheng, Lin Wang, Xiangyang Li

THE APPLICATION OF PURE SHEAR WAVE SEISMIC DATA FOR GAS RESERVOIR DELINEATION............................................................................................................................................................... 2690

Chengwu Li, Guowen Chen, Haili Wang, Jing Yang, Ruizhen Wang, Shujie An, Yonggui Hu, Zhiwen Deng, Zhongdong Du

SIMULTANEOUS ATTENUATION OF MULTIMODE GROUND ROLL IN THREE-COMPONENT SEISMIC DATA ................................................................................................................................... 2695

Jianyong Bai, Orhan Yilmaz

STATIC CORRECTION STRATEGY FOR CONVERTED WAVE DATA:A CASE STUDY FROM WESTERN CHINA ......................................................................................................................................................... 2700

Donghui Bian, Shuhai Qie, Wei Yang, Xiaowei Wang, Zhe Yang

ANISOTROPIC ELASTIC REVERSE TIME MIGRATION WITH GAUSSIAN BEAMS FOR MULTICOMPONENT DATA ....................................................................................................................................... 2705

Jianen Xiao, Kai Zhang, Qiang Liu, Zhenchun Li

SIMULATING KINEMATICS OF P- AND S-WAVE SCATTERING USING SCALAR WAVE EQUATIONS ................................................................................................................................................................... 2710

Jiubing Cheng, Yunyue Elita Li

STRUCTURED QUATERNION-BASED TIGHT FRAME FOR MULTICOMPONENT SIGNAL RECOVERY .................................................................................................................................................................... 2715

Qiang Zhao

A ROBUST WORKFLOW FOR PERFORMING JOINT IMPEDANCE INVERSION WITH APPLICATIONS FROM NORTH AMERICAN BASINS .......................................................................................... 2720

Larry R. Lines, Ritesh Kumar Sharma

APPLICATION OF 3D-3C SEISMIC EXPLORATION IN MIDDLE OF SICHUAN BASIN: A CASE STUDY .................................................................................................................................................................. 2725

Chen Jiangli, Hu Feng, Hu Shanzheng, Jing Longjiang, Li Dajun, Wang Xiaoyang, Zhang Xiaobin, Zhao Yao

RESEARCH AND APPLICATION OF PS-WAVE DATA PROCESSING METHOD BASED ON HIGH RESOLUTION SPECTRAL INVERSION ....................................................................................................... 2730

Dong Wang

CONVERTED WAVE VELOCITY MODEL BUILDING WITH VTI ANISOTROPY: CASE STUDY FROM SICHUAN BASIN, SOUTHWEST CHINA ....................................................................................... 2735

Donghui Bian, Shuhua Hu, Xiaowei Wang, Zhe Yang

APPLICATION OF SURFACE WAVE VELOCITY INVERSION TO OBTAIN S-WAVE STATICS IN QAIDAM BASIN........................................................................................................................................................ 2740

Chai Wei, Lei Na, Luo Wenshan, Ning Bin, Yang Huidong, Yang Jun

REGISTRATION OF PS AND PP IMAGE VOLUMES BASED ON 3D NON-RIGID MATCHING: A CASE STUDY FROM SICHUAN BASIN, CHINA.................................................................................................. 2745

Donghui Bian, Wei Liu, Xiaowei Wang, Zhe Yang

BROADBAND WATERBORNE HAMMER SEISMIC SOURCE FOR IMAGING RIVER AND LAKE SUB-BOTTOMS.................................................................................................................................................. 2750

André J.-M. Pugin, Gregory R. Brooks, Kevin Brewer

GROUNDWATER PROSPECTING IN A HARD-ROCK COASTAL AREA USING OFF-SET TDEM METHOD: CASE STUDY ................................................................................................................................. 2755

Hesham El-Kaliouby

APPLICATIONS OF HIGH-RESOLUTION 3D SEISMIC SYSTEMS FOR CHARACTERIZING THE SHALLOW SUBSURFACE IN NEARSHORE MARINE ENVIRONMENTS ............................................... 2759

T. A. Meckel

SUBSURFACE CHARACTERIZATION OF PADRE ISLAND USING GROUND PENETRATING RADAR (GPR) AND ELECTRICAL RESISTIVITY IMAGING (ERI) ................................................................... 2763

Dionel Colmenero, Lilia Zavala, Mohamed Ahmed

HIGH-RESOLUTION, SHALLOW WATER GEOACOUSTIC MAPPING IN THE MISSISSIPPI SOUND ............................................................................................................................................................................. 2768

David Evans, Tim McClinton

INVESTIGATIONS INTO GROUNDWATER FLOW TOWARDS A SPRING IN THE SAPHIRE AREA, SOUFRIERE, ST LUCIA, WEST INDIES ...................................................................................................... 2772

Ananias Verneuil, Frank Dale Morgan, Ruel Jerry, Saleh Al Nasser

IDENTIFICATION OF SAND RESOURCES USING SUBBOTTOM PROFILING GEOPHYSICAL SURVEY TECHNIQUES OFFSHORE LOUISIANA, GULF OF MEXICO, USA .................................................. 2777

John D. Sullivan, Michael D. Miner

AN EVALUATION OF THE FEASIBILITY OF THE TIME-LAPSE ELECTRICAL RESISTIVITY TOMOGRAPHY METHOD IN QUANTIFYING SUBMARINE GROUNDWATER DISCHARGE IN FINE SEDIMENT AND HIGHLY SALINE EMBAYMENTS .............................................................................. 2780

Joseph Stearns

EFFICIENT TUNNEL DETECTION WITH WAVEFORM INVERSION OF BACK-SCATTERED SURFACE WAVES......................................................................................................................................................... 2787

Georgios P. Tsoflias, Yao Wang

NEAR-SURFACE VOID DETECTION IN KARST TERRAIN USING FIRST ARRIVAL TOMOGRAPHY ............................................................................................................................................................. 2792

Daniel Z. Feigenbaum, Erin P. Simpson, James B. Smith, Steven D. Sloan, Wilson E. Coronel

ERRORS IN GEOPHYSICAL PARAMETERS INCORPORATED SIMULTANEOUSLY IN IN-SITU SWCC INVERSION: IMPROVED SLOPE STABILITY ANALYSES........................................................... 2798

Atsushi Suzaki, Ranajit Ghose

DETECTION OF KARST CAVITY BENEATH CAST-IN-PLACE PILE BASED ON INSTANTANEOUS PHASE ANALYSIS...................................................................................................................... 2803

Chengcheng Liu, Fengjuan Tao, George P. Tsoflias, Liu Liu, Ming Peng, Zhenming Shi

EFFECTS OF NEAR-SURFACE SPATIAL VARIABILITY OF SOIL STIFFNESS ON SURFACE WAVE DISPERSION ..................................................................................................................................................... 2808

Alireza Kordjazi, Joseph Thomas Coe, Siavash Mahvelati

SHALLOW TUNNEL DETECTION USING CONVERTED SURFACE WAVE IMAGING ................................ 2813Shelby L. Peterie, Steven D. Sloan

MULTI-MODE ANALYSIS TO IMPROVE DIFFRACTION ENHANCEMENT VOID DETECTION CAPABILITIES ...................................................................................................................................... 2818

Anthony M. Hoch, Julian Ivanov, Richard D. Miller, Shelby L. Peterie

EVALUATION OF NEAR-SURFACE ANOMALOUS CONDITIONS BENEATH DRILLED SHAFT EXCAVATIONS USING FULL WAVEFORM INVERSION ...................................................................... 2823

Alireza Kordjazi, Joseph Thomas Coe, Siavash Mahvelati

IMAGING BURIED MASSIVE ICE IN VICTORIA VALLEY, ANTARCTICA, WITH MULTI-ELECTRODE ELECTRICAL RESISTIVITY AND GROUND PENETRATING RADAR ................................... 2828

David C. Nobes, Michele T. Bannister, Myfanwy J. Godfrey, Ronald S. Sletten

UNDERGROUND HYDROCARBONS SPILLS: LOW-COST MAPPING BY GPR-CSP METHOD .................. 2833Erick S. Kusnir L.

RESEARCH ON COMPENSATION METHOD FOR HIGH FREQUENCY ABSORPTION ATTENUATION NEAR SURFACE.............................................................................................................................. 2838

Su Qin, Tian Yancan, Xiao Mingtu, Xu Xingrong, Zeng Huahui

TRANS-DIMENSIONAL MARKOV CHAIN MONTE CARLO METHOD AND SUPERVISED CLASSIFICATION FOR NEAR-SURFACE FULL WAVEFORM INVERSION WITH TOPOGRAPHY............................................................................................................................................................... 2843

Jungrak Son

3D REFRACTION TRAVELTIME MIGRATION FOR NEAR SURFACE IMAGING......................................... 2848Jie Zhang, Yihao Wang

THE FIRST-ARRIVAL TRAVELTIME TOMOGRAPHY WITH JOINT MINIMUM SUPPORT AND TIKHONOV REGULARIZATION ..................................................................................................................... 2853

Jie Zhang, Yihao Wang, Zhiwen Xue, Ziang Li

DATA WEIGHTED FULL-WAVEFORM INVERSION WITH ADAPTIVE MOMENT ESTIMATION FOR NEAR-SURFACE SEISMIC REFRACTION DATA .............................................................. 2858

Ao Cai, Colin A. Zelt

GROUND PENETRATING RADAR SURVEY OF SITE 14DC320: UTILIZING GEOPHYSICAL METHODS TO PROTECT NATIVE AMERICAN BURIALS .................................................................................. 2863

B.B. Schneider, R.J. Hoard

LOCATION OF BURIED ARTILLERY POSITIONS USING NEAR-SURFACE GEOPHYSICAL TECHNIQUES................................................................................................................................................................. 2868

T. Dean, A. Costall, N. Sik, A. Pethick, D. Howman, J. Blylevens

REAL-TIME ANOMALY DETECTION USING DYNAMIC TIME WARPING OF GPR SIGNALS ................. 2873Abolfazl Saghafi, Chris P. Tsokos, Sajad Jazayeri, Sanaz Esmaeili

APPLICABILITY OF COMBINED GPR AND GRADIOMETER TO DETECT BURIED SHALLOW TARGETS FOR NEAR-SURFACE INVESTIGATIONS...................................................................... 2878

Iftekhar Alam, Joseph Panzik

RECLAIMING HISTORY: USING GROUND PENETRATING RADAR TO IDENTIFY THE LOCATION OF ANTEBELLUM AFRICAN AMERICAN CEMETERIES ............................................................ 2883

Michelle Proulx, R Shane McGary

ANALYSIS OF NEAR-FIELD SEISMIC WAVE SCATTERING PATTERNS....................................................... 2888Tianjun Lan, Zhaoyun Zong

NEAR-SURFACE CHARACTERIZATION USING VERTICAL ARRAY SEISMIC DATA FROM SMART DAS UPHOLES ................................................................................................................................................ 2893

Abdulrahman Alshuhail, Mazen Alawaji

IMPROVED RESOLUTION OF GROUND PENETRATING RADAR FULL-WAVEFORM INVERSION BY USING CONE PENETRATION TEST DATA: A SYNTHETIC STUDY ................................... 2898

Harry Vereecken, Jan Van Der Kruk, Nils Güting, Peleg Haruzi, Zhen Zhou

APPLICATION OF TOMOGRAPHIC STATIC CORRECTION METHOD WITHOUT RAY TRACING IN PIEDMONT AREA OF WESTERN CHINA....................................................................................... 2903

Huan Yuan, Jiaqing Sun, Jie Wu, Shengtao Zang, Xiaowei Wang

TIME-FREQUENCY DOMAIN PHASE DENOISING BASED ON S TRANSFORMATION ............................... 2908Handong Huang, Jing Zeng, Long Yin

CROSSHOLE SEISMIC TESTING WITH PSEUDO 3D GEOMETRY: TOMOGRAPHIC DATA FOR CHARACTERIZATION OF CONSTRUCTION SITES ................................................................................... 2913

Alexander Oshkin, Alexey Turchkov, Vladimir Ignatev

SEISMIC GATHERS RESIDUAL STATIC CORRECTION BASED ON MATCHING PURSUIT ALGORITHM ................................................................................................................................................................. 2918

Jin Zhao, Jingye Li, Jiwei Cheng

AUTO-RECOGNITION OF THE LOW-VELOCITY ZONE'S BOTTOM INTERFACE BASED ON LOW-FREQUENCY NOISE ON RTM PROFILE USING IMAGE RECOGNITION TECHNOLOGY .............................................................................................................................................................. 2923

Haoran Zhang, Xiao Wu, Yang Liu

3D NONLINEAR CONJUGATE GRADIENT INVERSION FOR FREQUENCY-DOMAIN AIRBORNE EM BASED ON VECTOR FINITE ELEMENT METHOD ................................................................. 2928

Kun Wang, Ling Zhang, Wenben Li, Zhijun Huo

NEAR SURFACE Q ESTIMATE BASED ON COMPLEX DOMAIN FAST MATCHING PURSUIT DECOMPOSITION AND DEEP LEARNING REGRESSION .................................................................................. 2933

Tang Chuanzhang, Wang Zedan, Wei Song

CORRECTION OF RECEIVER NOISE IN HALF-AIRBORNE TRANSIENT ELECTROMAGNETIC METHOD WITH ELECTRIC SOURCE ........................................................................... 2938

Qingyun Di, Zhenjun Ma

EFFICIENT NEAR-SURFACE MODELING METHOD AND APPLICATION FOR MASSIVE SEISMIC DATA .............................................................................................................................................................. 2943

Guo Zhenbo, Qian Zhongping, Ren Xiaoqiao, Sun Pengyuan, Tang Bowen

A NEW ACQUISITION METHOD FOR INVESTIGATE THE NEAR SURFACE ABSORPTION STRUCTURE AND ITS APPLICATION ..................................................................................................................... 2948

Mingchao Wang

AN EXPERIMENTAL COMPARISON OF DIFFERENT SLEDGEHAMMERS FOR USE IN SEISMIC SURVEYS....................................................................................................................................................... 2953

Alex Costall, Dominic Howman, Nghia Nguyen, Tim Dean

IMPROVING APPARENT CONDUCTIVITY ESTIMATION FROM SURFACE MAGNETIC DIPOLE DATA................................................................................................................................................................ 2958

Cícero Régis, Érico Tenório França

INCREASING THE LENGTH OF A LAND STREAMER BY MULTIPLE SHOTS .............................................. 2963Sherif M. Hanafy

ASSESSING THE SOURCE RADIATION PATTERN (SRP) OF ONSHORE SEISMIC DATA: PRELIMINARY RESULTS ........................................................................................................................................... 2969

Boming Wu, Heng Zhou, Hua-Wei Zhou, Zhehao Li

DOWNHOLE SEISMIC METHODS FOR NEAR SURFACE CHARACTERISATION: OTWAY PROJECT SRD 3.3 CASE STUDY................................................................................................................................ 2974

Arran Gillies, Barry Freifeld, Konstantin Tertyshnikov, Ludovic Ricard, Stoyan Nikolov

MULTI-ATTRIBUTE MICROSEISMIC ANALYSIS AND THE COMPLEX RELATIONSHIP BETWEEN STRESS AND STRUCTURE .................................................................................................................... 2979

Doug Angus, Irina Nizkous, Lindsay Smith-Boughner, Vladimir Shumila, Willem De Beer

CORRELATION OF FRACTURES WITH SEISMIC RADIAL ANISOTROPY IN TWO METAMORPHIC-IGNEOUS AND SEDIMENTARY BEDROCKS......................................................................... 2984

Jer-Yu Jeng, Roohollah Askari, Snehamoy Chatterjee

IMPROVING OPTIMUM-OFFSET DATA FOR NEAR-SURFACE REFLECTION SURVEYING USING A MULTI-PARAMETER STACKING SCHEME ......................................................................................... 2990

Craig J. Hickey, Parsa Bakhtiari Rad

HIGH-RESOLUTION PROCESSING TECHNOLOGY FOR THIN SAND BODIES: MAHU SLOPE AREA OF JUNGGAR BASIN........................................................................................................................................ 2996

Kou Longjiang, Wang Xiao, Zang Shengtao, Zhao Yuhe

REGULARIZATION OF SURFACE CONSISTENT PROCESSING: DECOMPOSITION OF SOURCE AND RECEIVER FUNCTIONS................................................................................................................... 3001

Dongliang Zhang, Hyoungsu Baek, Mohammed S. Mubarak

A SCALABLE ALGORITHM FOR CROSS-CORRELATIONS OF COMPRESSED AMBIENT SEISMIC NOISE ............................................................................................................................................................. 3006

E. R. Martin

ATTENUATION TOMOGRAPHY USING RECORDED MICROSEISMICITY IN A MINE .............................. 3011Frank J. Calixto, Himanshu Barthwal, Mirko Van Der Baan

DEPTH-DEPENDENT FAULT SLIP POTENTIAL ................................................................................................... 3016Jieyu Zhang, Mirko Van Der Baan

RESONATING FLUID FILLED FRACTURES IN PASSIVE SEISMIC.................................................................. 3021Charles Sicking, Peter M. Malin

IS BEDDING-PLANE SLIP A COMMON MICROSEISMIC SOURCE DURING HYDRAULIC FRACTURING? .............................................................................................................................................................. 3026

James Rutledge

AMBIENT NOISE MULTIMODE RAYLEIGH AND LOVE WAVE TOMOGRAPHY TO DETERMINE THE SHEAR VELOCITY STRUCTURE ABOVE THE GRONINGEN GAS FIELD ................... 3031

A. Boué, C. Gradon, F. Brenguier, M. Chmiel, A. Mordret, N. Arndt, P. Boué, R. Courbis, R. Romijn, T. Lecocq, X. Campman

MONITORING OF FIELDS USING BODY AND SURFACE WAVES RECONSTRUCTED FROM PASSIVE SEISMIC AMBIENT NOISE ....................................................................................................................... 3036

Aurélien Mordret, Dan Hollis, Florent Brenguier, Malgorzata Chmiel, Pierre Boué, Richard Lynch, Shujuan Mao, Sophie Postif, Thomas Lecocq, Tomoya Takano, Wim Van Der Veen, Xander Campbell

MICROSEISMIC INTERPRETATION WITH STRESS INVERSION .................................................................... 3041Bing Q. Li, Jing Du, Matthieu Vinchon, Sebastian Estrada

HIGH-RESOLUTION INSIGHTS INTO HYDRAULIC FRACTURING STRIKE-SLIP SEISMICITY: HYPOCENTER UNCERTAINTY, DEPTH OF INITIATION, AND GENESIS MECHANISMS ............................................................................................................................................................... 3046

Austin Bailey, Doug Klepacki, Jamie Rich, Samir Jreij

PASSIVE SEISMIC FULL WAVEFORM INVERSION WITH UNKNOWN ONSETS IN AN ORTHORHOMBIC ANISOTROPIC MEDIUM ......................................................................................................... 3051

Hanchen Wang, Tariq Alkhalifah

A FUZZY C-MEANS ASSISTED AIC WORKFLOW FOR ARRIVAL PICKING ON DOWNHOLE MICROSEISMIC DATA ................................................................................................................................................ 3056

Eduardo Valero Cano, Leo Eisner

AUTOMATED MAPPING OF HYDRAULIC FRACTURES USING BEDDING-PLANE SLIP EVENTS ........................................................................................................................................................................... 3061

David W. Eaton, Scott Pellegrino

ANISOTROPY EFFECTS ON ACOUSTIC EMISSION EVENT LOCATION ....................................................... 3066Peng Wang, Xiang-Yang Li

MICROSEISMIC IMAGING OF REAL PASSIVE DATA WITH GMRTM ........................................................... 3071Hidehiko Shimizu, Nori Nakata, Yusuke Kumano, Yuwei Wang

3D ANISOTROPIC ELASTIC TIME-REVERSE IMAGING OF SURFACE-RECORDED MICROSEISMIC DATA ................................................................................................................................................ 3076

Can Oren, Jeffrey Shragge

OPTIMIZING DETECTION OF MICROSEISMIC EVENTS BY RECEIVER SELECTION ON SURFACE MONITORING ............................................................................................................................................ 3081

Dmitry Alexandrov, Jacek Trojanowski, Sanlinn Isma'Il Ebrahim Kaka, Stewart Alan Greenhalgh, Umair Bin Waheed

MAGNITUDE CALIBRATION OF IMAGING-BASED MICROSEISMIC LOCATIONS.................................... 3086Adam Baig, Ben Witten, Dario Baturan, Emrah Yenier, Sepideh Karimi

IMPROVING FOCUSING AND ESTIMATION OF EXCITATION TIME FOR PASSIVE SEISMIC EVENTS: SPARSE AND LIMITED-APERTURE DATA EXAMPLES ................................................................... 3091

Dirk Gajewski, Pavel Znak, Peng Yang, Sergius Dell

VOLUME 5

MICRO-SEISMIC EVENT ESTIMATION USING AN EFFICIENT WAVEFIELD INVERSION METHOD ......................................................................................................................................................................... 3096

Chao Song, Tariq Alkhalifah

JOINT INVERSION FOR MICROSEISMIC EVENT LOCATIONS AND ANISOTROPIC PARAMETERS WITH THE CROSS DOUBLE-DIFFERENCE METHOD IN VTI MEDIA ................................ 3101

Jie Zhang, Yangyang Ma

TIMING SHIFTS RETRIEVAL FOR THE MULTI-WELL DOWNHOLE MICROSEISMIC MONITORING IN ISOTROPIC AND ANISOTROPIC (VTI) MEDIA.................................................................... 3106

Anton Duchkov, Sergey Yaskevich

HYBRID MULTIPLICATIVE TIME-REVERSAL IMAGING: APPLICATION TO MARCELLUS SHALE MICROSEISMIC DATA.................................................................................................................................. 3111

Chao Huang, Tieyuan Zhu

ARRIVAL-TIME PICKING ERROR OF MICROSEISMIC EVENTS .................................................................... 3116Ivan Abakumov, Serge Shapiro

DEEP BEDROCK DETECTION BASED ON AMBIENT NOISE RECORDED BY A SHORT GEOPHONE ARRAY: A SINGAPORE CASE STUDY ............................................................................................. 3121

Enhedelihai Nilot, Xuan Feng, Yunhuo Zhang, Yunyue Elita Li

NEAR-SURFACE BEDROCK PROFILING USING URBAN AMBIENT NOISE: AN AUTOCORRELATION APPROACH .......................................................................................................................... 3126

Heng Zhang, Taeseo Ku, Yunhuo Zhang, Yunyue Elita Li

GROUND MOTION FROM SMALL AFTERSHOCKS OF 2014 MW 6.2 JINGGU EARTHQUAKE AT SHORT HYPOCENTRAL DISTANCES IN YUNNAN, CHINA......................................................................... 3131

Haohuan Fu, Huiyu Zhu, Mengyao Sun, Xiao Tian

MAPPING WATER-RICH GOAF UTILIZING MICROTREMOR EXPLORATION METHOD........................ 3136Lin Tengfei, Yan Yuefeng

FAULT MAPPING THROUGH HIGH-RESOLUTION PASSIVE-SEISMIC IMAGING OF THE DIXIE VALLEY GEOTHERMAL WELL FIELD, NEVADA ................................................................................... 3141

Bill Honjas, William S. Honjas

VELOCITY-DEPTH MODELING ACROSS THE MAIN FRONTAL THRUST (MFT), IN THE CENTRAL SEISMIC GAP HIMALAYA, USING AMBIENT NOISE TOMOGRAPHY ....................................... 3146

Aakash Gupta, Dibakar Ghosal, Shashank Narayan Verma

ENTROPY QC FOR BAYESIAN FACIES ESTIMATIONS...................................................................................... 3151John V. Pendrel

PREDICTING PRODUCTION METRICS FOR UNCONVENTIONAL SHALE RESERVOIRS......................... 3156Christopher P. Ross

LOG-FACIES CLASSIFICATION USING EXPECTATION-MAXIMIZATION................................................... 3161Dario Grana, Mita Sengupta, Tianqi Deng, Xiaozheng Lang

SEISMIC RESERVOIR CHARACTERIZATION BASED ON PROBABILISTIC NEURAL NETWORKS.................................................................................................................................................................... 3166

Aixia Liu, Jie Liu, Jun Gao

FACIES CLASSIFICATION USING SEMI-SUPERVISED DEEP LEARNING WITH PSEUDO-LABELING STRATEGY ............................................................................................................................................... 3171

Asghar Saleem, Daeung Yoon, Joongmoo Byun, Junhwan Choi

A MACHINE LEARNING APPROACH TO QUANTITATIVE INTERPRETATION .......................................... 3176Ehsan Zabihi Naeini

DEEP CONVOLUTIONAL NEURAL NETWORKS AS AN ESTIMATOR OF POROSITY IN THIN-SECTION IMAGES FOR UNCONVENTIONAL RESERVOIRS ................................................................. 3181

David Duarte-Coronado, Jerson Tellez-Rodriguez, Kurt Marfurt, Rafael Pires De Lima, Roger Slatt

AVA DETERMINISTIC, STOCHASTIC AND WAVE-EQUATION BASED SEISMIC INVERSION FOR THE CHARACTERIZATION OF FLUVIO-DELTAIC GAS RESERVOIRS OF WESTERN AUSTRALIA.................................................................................................................................................................... 3185

Andre Gerhardt, Arturo Contreras, Mathew Docherty, Paul Spaans

SPECTRAL EXTRAPOLATION AND ACOUSTIC INVERSION FOR THE CHARACTERIZATION OF AN ULTRA-THIN RESERVOIR ................................................................................ 3190

Charles Puryear, Gorka Garcia Leiceaga

HYDROCARBON PREDICTION FROM SEISMIC ELASTIC INVERSION USING GENERAL POISSON DAMPENING FACTOR .............................................................................................................................. 3195

Lei Wang, Xi Zheng

ON THE ROCK PHYSICS BASIS FOR SEISMIC HYDROCARBON DETECTION ............................................ 3200John P. Castagna, Lian Jiang

SEISMIC INVERSION METHOD BASED ON CONSTRAINT OF INSTANTANEOUS PHASE ........................ 3205Kun Li, Song Pei, Xingyao Yin

NEAR OFFSETS STACK INVERSION:AN EXAMPLE FOR HIGH DENSITY ACQUISITION SEISMIC DATA .............................................................................................................................................................. 3210

Li Hongge, Li Yuhai, Li Zhenyong, Liu Ziwei, Ma Yuehua, Sun Jian

RESERVOIR CHARACTERIZATION THROUGH SEISMIC INVERSION: A CASE STUDY .......................... 3215Anand Kumar, Binode Chetia, J. Nagaraju, Subhash Kr. Sharma

STOCHASTIC INVERSION FOR SEISMIC RESERVOIR CHARACTERIZATION WITH OCEAN BOTTOM NODE DATA: DEEPWATER GULF OF MEXICO CASE STUDY....................................................... 3220

Anya Reitz, Kenneth Gullette, Matt Hughes, Samarjit Chakraborty, Sara Grant, Stan Davis, Will Dugat

FRACTURE CHARACTERIZATION IN THE DELAWARE BASIN USING WIDE-AZIMUTH SEISMIC DATA .............................................................................................................................................................. 3225

Colin M. Sayers, Michael Shoemaker

A SCEPTIC’S VIEW OF VVAZ AND AVAZ .............................................................................................................. 3230Klaas Koster, Norbert Van De Coevering, Rob Holt

REPLACING CONVENTIONAL BRITTLENESS INDICES DETERMINATION WITH NEW ATTRIBUTES EMPLOYING TRUE HYDROFRACTURING MECHANISM ....................................................... 3235

Larry R. Lines, Ritesh Kumar Sharma

DIMENSION REDUCTION AND GLOBAL SENSITIVITY METRICS USING ACTIVE SUBSPACES FOR COUPLED FLOW AND DEFORMATION MODELING ......................................................... 3240

Hyunjung Lee, Susan E. Minkoff

MODELING MATURATION, ELASTIC, AND GEOMECHANICAL PROPERTIES OF THE DRAUPNE FORMATION, OFFSHORE NORWAY .................................................................................................. 3245

Francois Renard, James R Johnson, Nazmul H. Mondol

QUANTITATIVE SEISMIC INTERPRETATION BASED GEO-CELLULAR AND DYNAMIC MODEL INTEGRATION IN A WATERFLOOD ENVIRONMENT ........................................................................ 3250

A. B. Khalid, N. Mat Khair, Ravi K. Pathak, Sanjeev Rajput

NOTES ON PARAMETERIZATION OF MINIMUM HORIZONTAL STRESS (SH) FOR GEOMECHANICAL MODELS .................................................................................................................................... 3255

Scott Singleton

PROSPECTIVITY OF MID CRETACEOUS USING BROADBAND FULL AZIMUTH SEISMIC THROUGH GEOSTATISTICAL INVERSION TECHNIQUE: A CASE STUDY FROM KUWAIT ................... 3260

Mohammed Hafez Abdul Razak, Mohammed Hameed, Muneera Al Awadhi

SENSITIVITY ANALYSIS OF ROCK PHYSICS AND SEISMIC PROPERTIES FOR WOLFCAMP SHALE ............................................................................................................................................................................. 3265

David Lumley, Jaewook Lee

3D SEISMIC RESERVOIR CHARACTERIZATION OF MARRAT FORMATION IN CENTRAL KUWAIT .......................................................................................................................................................................... 3270

Ali Al-Enezi, Hender De Almeida, Nicolas Hawie

INTEGRATION OF SEISMIC INVERSION RESULTS IN THE DEVELOPMENT AND PRODUCTION OF CARBONATE FIELDS: LESSONS LEARNED, BEST PRACTICES.................................... 3275

Frédéric Merlet, Hendro Prasetyo, Laurent Schulbaum, Luis Pernia Soto, Thierry Cadoret, Yahui Yin, Yannick Schildberg, Yoann Guilloux

IDENTIFYING COMPLICATED LITHOLOGIC RESERVOIRS USING AN ‘ALTERNATIVE SWEETNESS’ ATTRIBUTE: A CASE STUDY OF BZ-X OILFIELD IN BOHAI SEA ......................................... 3280

Jingchao Wu, Shuanshuan Kong, Xintao Zhang, Yong Pan, Zhu Qiao

GEOLOGICAL AND GEOPHYSICAL INVESTIGATION OF CO2 STORAGE SITE SMEAHEIA IN THE NORTHERN NORTH SEA ............................................................................................................................. 3285

Manzar Fawad, Nazmul Haque Mondol

AN INTEGRATED APPROACH TO THE HAYNESVILLE: THE LINKS BETWEEN GEOLOGY, SEISMIC, AND PRODUCTION.................................................................................................................................... 3290

Ceri Davies, Dale Walters, Graham Spence, Irina Yakovleva, Kevin Chesser, Mark Letizia, Mohammad Nassir, Paola Fonseca, Ross Taylor, Vivek Swami

RESERVOIR CHARACTERIZATION FOR NAJMAH-MARRAT FORMATION IN MUTRIBA FIELD, KUWAIT, INTEGRATING ROCK PHYSICS AND PRE-STACK SIMULTANEOUS INVERSION .................................................................................................................................................................... 3294

Alanood Al Otaibi, Rajesh Rajagopal

REFLECTIVITY DECOMPOSITION: THEORY METHOD, SYNTHETIC EXAMPLE AND APPLICATION IN THE MIDLAND BASIN ............................................................................................................... 3299

Chen Liang, John Castagna, Marcelo Benabentos

A DEPTH DOMAIN ADAPTIVE SEISMIC WAVELETS EXTRACTION METHOD .......................................... 3304Rui Zhang, Zhiwen Deng

MULTICHANNEL MATCHING PURSUIT GUIDED BY SPATIAL INFORMATION INDEXING METHOD ......................................................................................................................................................................... 3309

Kun Li, Lu Xu, Xingyao Yin, Zhaoyun Zong

FACIES DESIGN AND MODELING BASED ON PROBABILISTIC ROCK PHYSICS TEMPLATES .................................................................................................................................................................. 3314

Kyle T. Spikes, Wei Xie

NUMERICAL SIMULATION OF FAULTS FORMATION USING THE DISCRETE ELEMENT METHOD ......................................................................................................................................................................... 3319

Dmitriy Kolyukhin, Vadim Lisitsa, Victoria Volianskaia

SEISMIC HISTORY MATCHING IN THE LOW-DIMENSIONAL MODEL AND DATA SPACE USING DEEP CONVOLUTIONAL AUTO-ENCODER............................................................................................. 3324

Dario Grana, Mingliang Liu

THIN INTERLAYER NET THICKNESS PREDICTION METHOD BASED ON SVM ALGORITHM AND ITS APPLICATION IN RESERVOIR DESCRIPTION.......................................................... 3329

Cai Li, Dongjia Hou, Guangrui Xiao, Tao Yan, Yu Xiong

APPLICATION OF LOGGING ROCK PHYSICAL ANALYSIS IN RESERVOIR CHARACTERIZATION: A CASE STUDY OF CARBONATE RESERVOIR IN SICHUAN BASIN................... 3334

Chao Wei, Liyun Kong

SEISMIC ATTRIBUTES FOR RESERVOIR CHARACTERIZATION AND POROSITY PREDICTION IN PROGLACIAL UPPER ORDOVICIAN CHANNELS ................................................................ 3339

Hamad Alghenaim, Mohammed Aldakheel

DETERMINATION OF RESERVOIR THICKNESS AND DISTRIBUTION USING IMPROVED AFFA AND LFCA TECHNOLOGY ............................................................................................................................. 3344

Delong Zhang, Donghong Zhou, Shuanshuan Kong, Zhongqiao Zhang, Zhu Qiao

INTEGRATED CHARACTERIZATION OF TIDAL CHANNEL AND ITS AFFECTION ON PRODUCTION: A CASE FROM MIDDLE EAST...................................................................................................... 3349

Guanming Shao, Tengfei Lin, Xingfang Liu, Yuanhui Sun

ROCK CHARACTERIZATION USING NUCLEAR MAGNETIC RESONANCE AND SCANNING ELECTRON MICROSCOPE: A LABORATORY STUDY OF THE BAKKEN FORMATION ............................ 3354

Adedoyin Adeyilola, Chioma Onwumelu, Stephan Nordeng

2-D IMAGE PARAMETERS TO PREDICT PERMEABILITY IN CARBONATE ROCKS ................................. 3359Grazielle Oliveira, Irineu Lima Neto, Marco Ceia, Roseane Missagia, Victor Santos

CHARACTERIZING STRATIGRAPHIC TRAPS USING WAVEFORM CLASSIFICATION OF SEISMIC FACIES: A CASE STUDY OF SHALLOW RESERVOIR, KUWAIT..................................................... 3364

Antonio Pico, Ian Zhang

AUTOMATIC FILLED FRACTURED-VUGGY DETECTION USING THE COMPETITIVE LEARNING ALGORITHM ........................................................................................................................................... 3369

Guangjian Dan, Jiaoying Bi, Li Lei, Peiling Ma, Xiangwen Li, Xukui Feng, Yi Zou, Yonglei Liu

ORGANIC-MATTER CONTENT PREDICTION BASED ON THE RANDOM FOREST ALGORITHM: APPLICATION TO A LOWER SILURIAN SHALE-GAS RESERVOIR .................................... 3374

L. Mei, X. Li, Y. Sun

APPLICATION OF STRONG SEISMIC REFLECTION SEPARATION BASED ON MATCHING PURSUIT ALGORITHM IN TARIM BASIN, CHINA ............................................................................................... 3379

Bohua Zhu, Houqiang Gao, Meng Wang, Qi Ran, Xuemei Xiang

A POROSITY-INSENSITIVE NORMALIZED FLUID FACTOR BASED ON ROCK PHYSICS TEMPLATES .................................................................................................................................................................. 3384

Haojie Pan, Hongbing Li, Shengjuan Cai

HIGH-RESOLUTION INVERSION BASED ON LITHOLOGY FACES-CONTROL OF KARST RESERVOIR: A CASE STUDY FROM SICHUAN BASIN, CHINA ........................................................................ 3389

Bingyi Du, Hailiang Li, Jing Zhang, Lei Wang, Qingchun Jiang, Tao Hao, Weiwei He

AN IMPROVED STOCHASTIC INVERSION METHOD AND ITS APPLICATION IN BOHAI BAY .................................................................................................................................................................................. 3394

Huihuang Tan, Jun Guo, Tian Jin, Xinyi Duan, Yao Li

APPLICATION OF FACIES-CONTROLLED GEOSTATISTICAL INVERSION IN RESEARCH OF PALEOGENE SHALE INTERBED: A CASE STUDY IN BOHAI BAY............................................................ 3399

Jun Guo, Tian Jin, Xinyi Duan, Yao Li, Zhiping Wang

ENHANCED ROCK PHYSICS CLASSIFICATION FOR SEISMIC INVERSION: A MALAY BASIN EXAMPLE .......................................................................................................................................................... 3404

Ernest Jones, Hifzhul ‘Arif Ahmad Munif, Muhammad Izzuljad Ahmad Fuad, Muhammad Mohsin Jalil, Yosef Khairil Amin

IDENTIFYING THIN RESERVOIR BY SEISMIC REFLECTIVITY INVERSION: A CASE STUDY FROM NORTHEAST CHINA ........................................................................................................................ 3409

Ni Changkuan, Su Mingjun, Yuan Cheng

PRE-STACK INVERSION OF A NEW LITHOLOGICAL IDENTIFICATION FACTOR FOR PALEOGENE RESERVOIR PREDICTION ............................................................................................................... 3414

Liu Yaojun, Wu Kui, Xie Xiang, Yang Haifeng, Zhang Zhongqiao

SEISMIC VELOCITY-BASED PORE PRESSURE PREDICTION IN A COMPLEX OVERPRESSURE MECHANISM AREA: A CASE STUDY FROM OFFSHORE MYANMAR, MOATTAMA BASIN ..................................................................................................................................................... 3419

Akkarapol Sakulraungsri, Helge Sognnes, Khunamai Rungsai, Pariyakorn Som-In, Prat Boonyasatphan, Saksit Sa-Nguanphon, Vitoon Chaisomboonpan

SEISMIC COMPREHENSIVE PREDICTION TECHNOLOGY FOR LITHOLOGY AND FRACTURES OF LACUSTRINE CARBONATE RESERVOIRS IN THE YINGXI AREA OF QAIDAM BASIN ............................................................................................................................................................. 3424

Chen Xiaodong, Zhang Ping, Zhang Qinghui

RESERVOIR FLUID MOBILITY EXTRACTION BASED ON SYNCHROSQUEEZING GENERALIZED S-TRANSFORM................................................................................................................................ 3429

Leihao Li, Xiaotao Wen, Yijiang Zhang

APPLICATION OF HIGH PRECISION STRESS FIELD SIMULATION TECHNOLOGY IN PREDICTION OF METAMORPHIC ROCK FRACTURE RESERVOIRS ............................................................ 3434

Guangrui Xiao, Min Gong, Yao Li

APPLICATION OF DISCONTINUITY SEISMIC ATTRIBUTES FOR THE COMPLETION DESIGN OF INTELLIGENT WELLS IN NATURALLY FRACTURED SITES .................................................... 3439

Liscar Romero, Pedro González, Rafael Larrazabal

FLUVIAL CHANNEL CHARACTERIZATION USING THE IMPROVED EMPIRICAL WAVELET TRANSFORM ............................................................................................................................................ 3444

Hui Li, Jinghuai Gao, Naihao Liu, Qian Wang, Yijie Zhang

EMERGENCE OF EDGE SCENARIOS IN UNCERTAINTY STUDIES FOR RESERVOIR TRAP ANALYSIS ....................................................................................................................................................................... 3449

Nicolas Nosjean-Gorgeu, Pedro Correia

QUALITY FACTOR ESTIMATION WITH CONTINUOUS WAVELET TRANSFORM FROM THE TRUE AMPLITUDE REVERSETIME MIGRATED IMAGE GATHER: AN EXAMPLE FROM THE CASCADIA SUBDUCTION ZONE ........................................................................................................ 3454

Lingxiao Jia, Subhashis Mallick

HOW TO TRANSFORM THE SEISMIC TIME SERIES TO A GRAPH? .............................................................. 3459Bing Zhang, Jinghuai Gao, Zhiguo Wang

THE METHOD OF SPECTRUM BLUING BASED ON SPECTRUM INVERSION FOR IMPROVING THE SEISMIC RESOLUTION............................................................................................................. 3464

Gongli Liu, Jialin Sun, Jiangfeng Zheng, Tian Jin, Zhijun Zhang

STRUCTURE-ORIENTED DIFFUSION FILTERING BASED CURVATURE ATTRIBUTES FOR RESERVOIR CHARACTERIZATION ........................................................................................................................ 3469

Liu Yaojun, Lv Dingyou, Shen Hongtao, Xie Xiang, Zhou Donghong

NOVEL 3D SEISMIC CHARACTERIZATION OF UPPER CRETACEOUS FORMATIONS ALONG THE ARABIAN PLATE: A CASE STUDY .................................................................................................. 3474

Hender De Almeida, Manayer Al-Abdullah, Nicolas Hawie

FAULT INTERPRETATION FOR CARBONATE RESERVOIR AND ITS APPLICATION FOR RESERVOIR CONNECTIVITY ................................................................................................................................... 3479

Chuntao Zhang, Rui Wang, Tao Liu

DEEP-THIN VOLCANIC RESERVOIRS CHARACTERIZATION USING SPATIAL CONSTRAINT WELL LOG-SEISMIC JOINT INVERSION.................................................................................... 3483

Handong Huang, Jing Zeng, Xingda Tian

IDENTIFICATION AND CHARACTERIZATION OF DELTA SAND BODY TECHNIQUES BASED ON SEISMIC PHYSICAL MODELING ........................................................................................................ 3488

Jinghua Gao, Jun Wang, Xiang Xie, Xugang Ma, Zhongqiao Zhang

SEISMIC RESPONSE CHARACTERISTICS AND THICKNESS PREDICTION OF THIN INTERBEDDED IGNEOUS ROCKS............................................................................................................................ 3493

Gongli Liu, Guangrui Xiao, Shengqiang Zhang, Zijun Han

TIGHT SAND GAS GEOPHYSICAL CLASSIFICATION ........................................................................................ 3498Sam Zandong Sun, Xinghui Zhu, Xinye Hou

THE RELIABLE ESTIMATION OF DENSITY FROM PRE-STACK SEISMIC DATA BASED ON THE INDEPENDENT ..................................................................................................................................................... 3503

Q. H. Sun, X. Y. Yin, Z. Y. Zong

NEW APPLICATIONS OF LOW-FREQUENCY ABSORPTION ATTENUATION GRADIENT ANALYSIS FOR POTENTIAL EVALUATION IN OILFIELD DEVELOPMENT STAGE.................................. 3508

Hong Wei, Huajing Chen, Pengzhi Zhang, Qinyun Bai

RESERVOIR IDENTIFICATION USING CODA WAVES IN HETEROGENEOUS MEDIA .............................. 3513J. X. Wei, X. R. Deng, Z. C. Qin

APPLICATIONS OF AN IMPROVED FACIES-CONTROLLED STOCHASTIC INVERSION IN STUDY OF COMPLICATED RESERVOIR UNDER CONDITION OF SPARSE WELL PATTERN ................. 3518

Gongli Liu, Huihuang Tan, Shengqiang Zhang, Tian Jin, Xinyi Duan

THE ROCK PHYSICS IMPLICATION OF POISSON IMPEDANCE AND ITS APPLICATION ON SANDSTONE RESERVOIR CHARACTERIZATION............................................................................................... 3523

Yequan Chen, Yijie Zhou

ELASTIC ANISOTROPY OF CLAY IN SHALES...................................................................................................... 3528Colin M. Sayers, Lennert D. Den Boer

MODELING AND ANALYSIS OF SEISMIC WAVE ATTENUATION BASED ON ROCK PHYSICS MODELS........................................................................................................................................................ 3533

Lei Wang, Xi Zheng

ROCK PHYSICS CONSTRAINED SEISMIC ANISOTROPY PARAMETER INVERSION: A SYNTHETIC STUDY ..................................................................................................................................................... 3538

De-Hua Han, Fuyong Yan

IMPACT OF CONTACT CEMENT SHAPE ON RADIAL PRESSURE AND STRESS DISTRIBUTIONS ........................................................................................................................................................... 3543

Nishank Saxena, Ronny Hofmann, Vishal Das

A COMPARATIVE STUDY OF THE STRESS-DEPENDENCE OF DYNAMIC AND STATIC MODULI FOR SANDSTONES WITH DIFFERENT POROSITIES ........................................................................ 3548

Hui Li, Yang Wang, Yonghao Zhang

DEPTH TO THE TOP OF OVERPRESSURE IN THE DEEPWATER GULF OF MEXICO: GARDEN BANKS, GREEN CANYON, KEATHLEY CANYON, AND WALKER RIDGE................................... 3553

Peter A. Emmet, Sharon Cornelius

NUMERICALLY ESTIMATING ROCK FRAME PROPERTIES OF A MIXED CALCITE AND DOLOMITE HAND SAMPLE USING COMPUTED TOMOGRAPHY (CT) ......................................................... 3558

Eric J. Goldfarb, John M. Boone

NUMERICAL STUDY OF DISPERSION AND ATTENUATION CAUSED BY SQUIRT FLOW ....................... 3563Beatriz Quintal, Nicolás D. Barbosa, Stanislav Glubokovskikh, Yury Alkhimenkov

PORE STRUCTURE CHARACTERIZATION BASED ON JOINT NUMERICAL AND EXPERIMENTAL STUDY: A CASE STUDY OF NANPU SAG ............................................................................... 3568

Deng Shaogui, Hu Xufei, Li Haitao, Yuan Xiyong, Zhang Pan

LINKING PREFERRED ORIENTATION OF SHALE MINERALS TO THEIR ELASTICITY .......................... 3573Lev Vernik, Venkatesh Anantharamu

VARIATION IN THE DYNAMIC SHEAR MODULUS AT SATURATION FOR SYNTHETIC CLAY-RICH TIGHT SANDSTONES........................................................................................................................... 3578

Bangrang Di, Da Shuai, Dongqing Li, Jianxin Wei, Pinbo Ding

A NOVEL PORE PRESSURE PREDICTION MODEL BASED ON ROCK PHYSICAL EXPERIMENT ................................................................................................................................................................ 3583

Pan Jianguo, Teng Tuanyu, Wang Bin, Yin Lu, Zhang Huquan

EFFECT OF PORE ASPECT RATIO SPECTRUM ON ULTRASONIC VELOCITIES OF TIGHT SANDSTONES SATURATED WITH DIFFERENT FLUIDS.................................................................................... 3588

Chunhui Dong, Genyang Tang, Min Li, Shangxu Wang, Xu Han, Yanxiao He

PERMEABILITY ESTIMATION USING PORE GEOMETRY ANALYSIS AND PERCOLATION THEORY IN CARBONATES ........................................................................................................................................ 3593

Fernando S. Moraes, Pedro C. De Assis

LOW-FREQUENCY ATTENUATION MEASUREMENTS OF FLUIDS ................................................................ 3598Kyle Spikes, Michael McCann, Nicola Tisato

ROCK PHYSICS TEMPLATES FOR CHALK BY COMBINING ACOUSTIC AND EM VELOCITY...................................................................................................................................................................... 3603

Hemin Yuan, Lars Nielsen, Majken C. Looms

NEW APPROACH TO UP-SCALE THE FREQUENCY-DEPENDENT EFFECTIVE EXCESS CHARGE DENSITY FOR SEISMOELECTRIC MODELING ................................................................................. 3608

Damien Jougnot

LABORATORY STUDY OF THE ELASTIC PROPERTIES OF SANDSTONES AT SEISMIC AND ULTRASONIC FREQUENCIES ................................................................................................................................... 3613

Daxing Wang, Minlong Li, Yuhua Zhao

P-WAVE ATTENUATION CHARACTERISTICS OF EXPERIMENTAL OBSERVATION AND THEORETICAL SIMULATION IN TIGHT OIL ROCKS ........................................................................................ 3618

Fan Li, José Maria Carcione, Maxim Lebedev, Rupeng Ma, Xin Zhou

THE MEASUREMENT OF REFLECTION COEFFICIENT DISPERSION IN THE ULTRASONIC FREQUENCY RANGE................................................................................................................................................... 3623

Chao Sun, Chunhui Dong, Genyang Tang, Liming Zhao, Min Li, Shangxu Wang, Xu Han

A NEW METHOD FOR ACOUSTIC WAVE CORRECTION IN SHALES BASED ON THE IDENTIFICATION FOR THE BEDDING TEXTURES............................................................................................. 3628

Yang Zhou, Yijia Wu

ATTENUATION OF ROCK SALT: ULTRASONIC LAB MEASUREMENTS ON GULF OF MEXICO CORES............................................................................................................................................................ 3633

Jingjing Zong, Nikolay Dyaur, Robert R. Stewart

NUMERICAL SIMULATION OF COAL CLEAT EFFECTS ON ULTRASONIC WAVE INDUCED MECHANICAL VIBRATION ENHANCING PERMEABILITY.............................................................................. 3638

Huilin Xing, Qian Zhao

P-WAVE MODULUS DISPERSION AND ATTENUATION CAUSED BY SQUIRT FLOW IN CRACKS WITH ROUGH WALLS ............................................................................................................................... 3643

Beatriz Quintal, Simón Lissa

CARBONATE MICROSTRUCTURES FROM MEASURED VELOCITY AND ATTENUATION SPECTRA VIA SIMULATED ANNEALING .............................................................................................................. 3648

Clive McCann, Jerremy Sothcott, Morten Jakobsen

MODELLING THE EFFECTS OF CAPILLARY HYSTERESIS ON THE NORMAL COMPLIANCE OF INDIVIDUAL FRACTURES ...................................................................................................... 3653

J. Germán Rubino, Nicolás D. Barbosa, Santiago G. Solazzi

TENDENCIES IN HYDRAULICALLY CONDUCTIVE FRACTURES’ PATTERNS IN VICINITY OF MAJOR FAULTS ..................................................................................................................................................... 3658

Nikita Dubinya

3D ELASTIC ROCK PHYSICS TEMPLATE INVERSION FOR RESERVOIR PARAMETERS OF GAS HYDRATE-BEARING SEDIMENTS .................................................................................................................. 3663

Haojie Pan, Hongbing Li, Shengjuan Cai, Yan Zhang

INFLUENCE OF RESERVOIR SHALE PHYSICAL PROPERTIES ON THE MULTI-FIELD COUPLING OF FRACTURING FLUID-SHALE INTERACTIONS ........................................................................ 3668

Hongkui Ge, Long Chang, Rongyan Huang, Tongyuan Liu, Xiaoqiong Wang, Yinghao Shen

ROCK PHYSICS OF HYDRAULIC FRACTURES .................................................................................................... 3673Gary M. Mavko, Jing Du, Zhishuai Zhang

PREDICTION METHOD OF PORE STRUCTURE PARAMETERS OF TIGHT SANDSTONE......................... 3678Guangzhi Zhang, Jiajia Zhang, Xianggang Fan

ROCK PHYSICS TEMPLATE OF ORGANIC-RICH MARL INCORPORATING THE VARIATIONS IN MATURITY, KEROGEN CONTENT, LITHOLOGY, AND FLUID SATURATION................................................................................................................................................................. 3683

Anthony C. Clark, Krongrath Suwannasri, Tiziana Vanorio

INFLUENCING FACTORS ANALYSIS OF THE ELASTIC PROPERTIES OF SHALE WITH ROCK PHYSICAL MODEL INCLUDING PRESSURE EFFECTS ......................................................................... 3688

Man Jiang, Zhaoyun Zong

EFFECT OF DIFFERENTIAL PRESSURE ON THE PORE STRUCTURE AND WAVE RESPONSE OF TIGHT SANDSTONES ...................................................................................................................... 3693

Aldo Vesnaver, Facultad De Ingeniería, José M. Carcione, Juan E. Santos, Li-Yun Fu, Yijun Wei

ELASTIC PROPERTIES OF BEREA SANDSTONE USING INVERSION-ASSISTED SEGMENTATION-LESS DIGITAL ROCK PHYSICS .............................................................................................. 3698

Eric J. Goldfarb, Ken Ikeda, Nicola Tisato

EVOLUTIONARY ROCK PHYSICS FOR MUDROCK PRESSURE MODELING............................................... 3703Bruce Hart, Dan Ebrom, Jim Kalinec, Lars Wensaas, Yaping Zhu

FACIES, DATA MINING AND ARTIFICIAL INTELLIGENCE APPROACHES IN THE CHARACTERIZATION OF A CARBONATE RESERVOIR IN CAMPOS BASIN - SOUTHEASTERN BRAZIL .......................................................................................................................................... 3708

Abel Carrasquilla, Darcy Ribeiro, Mônica Tavares, Nelson Franco Filho

PETROGEOPHYSICS OF THE BRAZILIAN PRE-SALT ROCKS......................................................................... 3713Camila Dos Anjos, Guilherme Vasquez, Isabela Carmo, Julice Ferreira, Julio Justen, Marcio Morschbacher, Mauren Ruthner, Vanessa Madrucci, Yaro Silva

STRUCTURAL IMAGING OF ESCONDIDA PORPHYRY COPPER MINE, CHILE, USING SEISMIC REFLECTION ............................................................................................................................................... 3718

Gabriel Madero, Heather Schijns

BIG SEISMIC DATA TO WIN BIG IN TRINIDAD AND TOBAGO ....................................................................... 3722Christian Theriot, Sheldon Barron, Timothy Fox

SOUTHERN GULF OF MEXICO EXAMPLE OF DEPTH IMAGING OF FULL-AZIMUTH OBC SEISMIC DATA .............................................................................................................................................................. 3725

Arturo Bustos, Claudia Romero, Federico Fenoglio, John Mathewson, Josue Jurado Ramirez, Liubov Mulisheva, Luxin Zhang, Monica Aquino Guerra

ELASTIC PARAMETER ESTIMATION FOR SWEET SPOT IDENTIFICATION IN UNCONVENTIONAL SHALE PLAYS, VACA MUERTA FORMATION, NEUQUÉN BASIN, ARGENTINA................................................................................................................................................................... 3730

Carlos Convers, Christian Hanitzsch, David Curia

FEASIBILITY OF USING VIBROSEIS TECHNOLOGY IN SEISMIC ACQUISITION IN SOUTH AMERICA, SOCIAL, ENVIRONMENTAL AND TECHNICAL PERSPECTIVE: COLOMBIA CASE ................................................................................................................................................................................ 3735

Alexander Betancur

INTEGRATED NEAR-SURFACE CHARACTERIZATION, ONSHORE COLOMBIA: THE AVILA 3D EXPERIMENT .......................................................................................................................................................... 3740

Daniela Guerrero, Diego Niño, Edward Wiarda

COMPARING FOUR NUMERICAL STENCILS FOR ELASTIC WAVE SIMULATION ................................... 3745Hongwei Liu, Yi Luo

FAILURES OF THE PERFECTLY-MATCHED LAYER METHOD IN FREQUENCY-DOMAIN SEISMIC WAVE MODELLING IN ELASTIC ANISOTROPIC MEDIA................................................................ 3750

Bing Zhou, Mohamed Kamel Riahi, Mohammad Al-Khaleel, Stewart Greenhalgh, Youcef Bouzidi

COUPLED-DOMAIN ACOUSTIC-ELASTIC SOLVER FOR ANISOTROPIC MEDIA : A MIMETIC FINITE DIFFERENCE APPROACH........................................................................................................ 3755

Harpreet Singh, Ilya Tsvankin, Jeffrey Shragge

SCALAR WAVEFIELD TIME DOMAIN PROPAGATION IN TILTED ORTHORHOMBIC MEDIA WITH FOURIER FINITE DIFFERENCES .................................................................................................. 3760

Xiaolei Song

A NUMERICAL STUDY OF HOW RANDOMLY ORIENTED CRACKS INFLUENCE THE NONLINEAR INTERACTIONS OF ELASTIC WAVES ........................................................................................... 3765

Alison Malcolm, Herurisa Rusmanugroho, Meghdad Darijani

FEASIBILITY STUDY ON 3D FREQUENCY-DOMAIN ANISOTROPIC ELASTIC WAVE MODELING USING SPECTRAL ELEMENT METHOD WITH PARALLEL DIRECT LINEAR SOLVERS ........................................................................................................................................................................ 3770

Ludovic Métivier, Yang Li

A 2.5D GENERALIZED FIRST-ORDER WAVE EQUATION TO ACCOMMODATE VARIOUS ELASTIC MEDIA AND DIFFERENT BOUNDARY CONDITIONS ....................................................................... 3775

Bing Zhou, Chaoying Bai, Shangbei Yang

AN OPTIMIZED FINITE-DIFFERENCE SCHEME BASED ON THE IMPROVED PSO ALGORITHM FOR WAVE PROPAGATION ............................................................................................................ 3780

H. Liu, Wang Z. Y.

FRACTIONAL LAPLACIAN VISCO-ACOUSTIC WAVE EQUATION TEMPORAL EXTRAPOLATION USING A STAGGERED-GRID LOW-RANK METHOD....................................................... 3785

Chuntao Jiang, Hangming Chen, Hua Huang, Hui Zhou, Mingzhu Zhang, Shuqi Jiang

HIGH TEMPORAL ACCURACY VISCOACOUSTIC WAVE MODELING IN VERTICALLY TRANSVERSE ISOTROPIC MEDIA BASED ON LOW-RANK DECOMPOSITION........................................... 3790

Shigang Xu, Yabing Zhang, Yang Liu

WAVE PROPAGATION CHARACTERISTICS USING ADVANCE MODELLING ALGORITHM FOR D-DATA IMAGING............................................................................................................................................... 3795

Amir Babasafari, Deva Prasad Ghosh, Yasir Bashir

A 3D PSEUDO-SPECTRAL METHOD FOR QP- AND QSV- WAVE SIMULATION IN HETEROGENEOUS VTI MEDIA ................................................................................................................................ 3800

Guo Tao, Junxiao Li

ACCURATELY PROPAGATING P- AND S-WAVES IN ATTENUATION MEDIA USING SPATIAL-INDEPENDENT-ORDER DECOUPLED FRACTIONAL LAPLACIANS ............................................ 3805

Guangchi Xing, Ning Wang, Tieyuan Zhu

COMPENSATING TIME-STEPPING ERROR IN FRACTIONAL LAPLACIANS VISCOACOUSTIC WAVEFIELD MODELING ......................................................................................................... 3810

Hui Zhou, Ning Wang, Tieyuan Zhu

MODELING OF VISCOACOUSTIC WAVE PROPAGATION IN TRANSVERSELY ISOTROPIC MEDIA USING DECOUPLED FRACTIONAL LAPLACIANS................................................................................ 3815

Chengyu Sun, Zhihao Qiao

COMPUTING FRACTIONAL LAPLACIAN VISCO-ACOUSTIC WAVE EQUATION USING GRÜNWALD-FORMULA BASED RADIAL BASIS COLLOCATION METHOD ................................................ 3820

Guofei Pang, Jingye Li, Xiaohong Chen, Yiran Xu

SEISMIC CHRONOSTRATIGRAPHY: LESSONS FROM AN OUTCROP- AND WELL-BASED SEISMIC MODELING OF MIXED CLASTIC-CARBONATE STRATA IN THE PERMIAN BASIN, WEST TEXAS AND NEW MEXICO............................................................................................................................ 3825

Charles Kerans, Hongliu Zeng, Xavier Janson, Yawen He

THE APPLICATION OF 3D TECTONIC RESTORATION AND DYNAMIC STRAIN IN STRIKE-SLIP TECTONIC BELT: A CASE STUDY FROM BOHAI BAY BASIN, NE CHINA .......................................... 3830

Dingyou Lv, Guoqiang Wang, Jialin Zhao, Li Zhang, Tian Jin, Zhenyu Lv

SYNTHETIC MODELLING TO RECOGNIZE POTENTIAL DUPLEX WAVES FROM BASEMENT FAULTS IN WESTERN CANADA ........................................................................................................ 3835

David W. Eaton, Eneanwan Ekpo

SEAM PHASE II BARRETT MODEL CLASSIC DATA STUDY: PROCESSING, IMAGING, AND ATTRIBUTES ANALYSIS ............................................................................................................................................ 3840

Justin Tan, Klaas Koster, Norbert Van De Coevering, Rob Holt

USING SUPPORT VECTOR REGRESSION TO CHARACTERIZE UNCERTAINTY OF GEOLOGICAL SURFACE ............................................................................................................................................ 3845

Cai Lu, Guangmin Hu, Shicheng Yu

APPLICATION OF COMPREHENSIVE MODELING OF GYPSUM-CONTAINING COMPLEX TECTONIC BELT IN SEISMIC IMAGING................................................................................................................ 3850

Chunming Wang, Zhuxin Chen, Guangcheng Xu, Xingfang Liu

THE PHYSICAL SIMULATION OF THE CONJUGATE FAULT IN SHABEI STRUCTURAL ZONE OF NORTHWEST BOZHONG SAG, BOHAI SEA ........................................................................................ 3855

Bu Shaofeng, Hu Hewei, Hua Xiaoli, Sun Longfei, Tao Li

NEW WORKFLOW OF STRATIGRAPHIC GRID BUILDING FROM RELATIVE GEOLOGICAL TIME MODEL ................................................................................................................................................................ 3859

Agathe Carbonié, Benjamin Durot, Fabien Pauget, Nicolas Daynac, Sébastien Lacaze

MARINE VIBRATOR: SOURCE WAVEFIELD MODELING................................................................................. 3864Leiv J. Gelius, Okwudili C. Orji, Sander W. Losnedahl, Walter Söllner

VOLUME 6

SIXTH ORDER ACCURATE SBP FINITE DIFFERENCE WAVE SIMULATION IN ISOTROPIC MEDIA WITH IRREGULAR SURFACE AND FLUCTUATING INTERFACES .................................................. 3869

Junqiu Zhang, Ying Rao

IDENTIFYING AND QUANTIFYING GAS HYDRATE BY JOINT ANALYSIS OF P-WAVE VELOCITY AND RESISTIVITY .................................................................................................................................. 3874

Tao Liu, Tieyuan Zhu

ACCURATE QUASI-SV TRAVELTIMES IN 3D TRANSVERSELY ISOTROPIC MEDIA WITH VERTICAL AXIS OF SYMMETRY USING A HIGH-ORDER FAST-SWEEPING-BASED EIKONAL SOLVER ....................................................................................................................................................... 3879

Amit Padhi, Mark Willis

TRAVELTIME CALCULATION AND RAYTRACING BASED ON FAST MARCHING METHOD WITH A STAGGERED GRID FINITE-DIFFERENCE SCHEME ........................................................................... 3884

Linghe Han, Wei Liu, Ziduo Hu

HIGHER-ORDER DYNAMIC RAY TRACING IN RAY-CENTRED COORDINATES ....................................... 3889Bjørn Ursin, Einar Iversen, Joonas Ilmavirta, Maarten V. De Hoop, Teemu Saksala

IMPROVED EFFICIENCY OF RAY TRACING BY USING ADAPTIVE STEP SIZE CONTROL IN ANISOTROPIC MEDIA ........................................................................................................................................... 3894

Aurelian Roeser, Serge A. Shapiro

APPLICATION OF THE GENERALIZED FINITE ELEMENT TO THE ACOUSTIC WAVE PROPAGATION ............................................................................................................................................................. 3899

Edith Sotelo, Richard L. Gibson

IMPROVEMENT OF SPONGE BOUNDARY CONDITION FOR SEISMIC WAVE MODELING..................... 3904Dong-Joo Min, Jun-Woo Lee

APPLICATION OF MATCHED Z-TRANSFORM PERFECTLY MATCHED LAYER IN THE NUMERICAL MODELING OF POROELASTIC WAVE EQUATIONS................................................................. 3909

Zhenwang Xu

A DIRECT SOLVER IN 3D FREQUENCY-DOMAIN SIMULATION OF ACOUSTIC AND ELASTIC WAVES .......................................................................................................................................................... 3914

Andrey Bakulin, Maxim Dmitriev, Victor Kostin

HYBRID HIGH ORDER FAST SWEEP METHOD FOR FACTORED EIKONAL EQUATION......................... 3919Chunming Wang, Dong Cui, Hao Shou, Nan Qin, Ying Hu, Yujie Zhang

NUMERICAL SIMULATION OF SEISMIC WAVEFIELD DUE TO COLD SEEPAGE BUBBLE PLUME............................................................................................................................................................................. 3924

Bingluo Gu, Peiran Duan, Qingyang Li, Zhenchun Li

A FAST SWEEPING METHOD FOR P-WAVE TRAVELTIMES IN ATTENUATING VTI MEDIA WITH AN IRREGULAR SURFACE ............................................................................................................................ 3929

Jingyi Chen, Mengxiu Wang, Yifei Bao, Zhencong Zhao

3D TENSORIAL ELASTODYNAMICS FOR ANISOTROPIC MEDIA .................................................................. 3934Jeffrey Shragge, Tugrul Konuk

A NOVEL APPROACH FOR SEISMIC TIME-FREQUENCY ANALYSIS ............................................................ 3939Yongzhen Ji, Zhengliang Lin

AUTOMATIC DENOISING BY 2-D CONTINUOUS WAVELET TRANSFORM ................................................. 3944Anthony Lichnewsky, Carlos Boneti, Fantine Huot

PRESTACK PHASE CORRECTIONS USING LOCAL SEISMIC ATTRIBUTES ................................................ 3949Michael Fry, Sarah Greer, Sergey Fomel

BOOTSTRAPPING INVISIBLE SIGNALS: PRESTACK LAND DATA ENHANCEMENT USING NONLINEAR BEAMFORMING WITH LOCAL WAVEFORM CORRECTIONS ............................................... 3954

Andrey Bakulin, Dmitry Neklyudov, Kirill Gadylshin, Maxim Protasov

HIGH-FREQUENCY WAVEFIELD RECOVERY WITH WEIGHTED MATRIX FACTORIZATIONS ....................................................................................................................................................... 3959

Felix J. Herrmann, Shashin Sharan, Yijun Zhang

CONSTRUCTION OF 3D AND 5D D-VOLUMES IN PRESTACK DOMAIN ........................................................ 3964João H. Speglich, Jorge H. Faccipieri, Martin Tygel, Nicholas T. Okita, Tiago A. Coimbra

PROCESSING TECHNIQUES AND CHALLENGES FOR HIGH-RESOLUTION 3D MARINE SEISMIC DATA: CASE STUDIES FROM THE GULF OF MEXICO AND JAPAN ............................................. 3969

Thomas Hess, Ye E. Feng

INTERPOLATION OF REGULARLY SAMPLED PRESTACK SEISMIC DATA WITH SELF-SUPERVISED LEARNING............................................................................................................................................ 3974

Arvind Sharma, Cen Ong, Satyakee Sen, Sribharath Kainkaryam

ADAPTIVE MULTISCALE PROCESSING OF CHALLENGING 3D SEISMIC DATA FOR FIRST-BREAK PICKING, FWI AND IMAGING ................................................................................................................... 3979

Andrey Bakulin, Ilya Silvestrov, Maxim Dmitriev

EVENT-DRIVEN WORKFLOWS FOR LARGE-SCALE SEISMIC IMAGING IN THE CLOUD ...................... 3984Charles Jones, Felix J. Herrmann, Henryk Modzelewski, Philipp A. Witte

INTEGRATION OF GEOLOGY AND GEOPHYSICS TO SIGNIFICANTLY IMPROVE SEISMIC IMAGING AT CAMPECHE DEEP WATER: A CASE STUDY ............................................................................... 3989

Ala Din Alxanarani, Chuck Peng, Chung-Chi Shih, Daniel Smith, Dawn Jantz, Ivan Guerra, Jianchun Dai, John Law, Michael O’Brian, Stefano Panepinto, Wilson Ibanez, Yanwei Xue, Zengbao Chen

IMPROVED FRACTURE BASEMENT IMAGING BY UNVEILING DIFFRACTION ENERGY ...................... 3994Riaz Alai, Shivaji Maitra

ROUGH TOPOGRAPHY AND COMPLEX SUBSURFACE GEOLOGY: A CASE STUDY USING COMMON REFLECTION SURFACE (CRS) AND REVERSE TIME MIGRATION (RTM) TO ENHANCE SEISMIC IMAGING .................................................................................................................................. 3999

Guido Gierse, Hector Alfonso, Jeny Navarro

A HEURISTIC TO OPTIMIZE THE EXECUTION COST OF DISTRIBUTED SEISMIC PROCESSING PROGRAMS ON THE CLOUD.......................................................................................................... 4004

Edson Borin, Martin Tygel, Nicholas T. Okita

SUCCESSFUL SUBSURFACE IMAGING IN THE MARCELLUS SHALE PLAY WITH MEGA 3D SEISMIC SURVEYS USING ADVANCE PROCESSING TECHNOLOGIES: FROM PILOT STUDY TO PRODUCTION ........................................................................................................................................... 4009

Jinming Zhu, Trevor Coulman

A SEISMOELECTRIC INVERSE PROBLEM WITH WELL-LOG DATA AND BOREHOLE-CONFINED ACQUISITION .......................................................................................................................................... 4014

Aim´e Fournier, Alexandru Merciu, Gjertrud Skar

THE CONTINUOUS WAVEFIELDS METHOD: USING ELECTRO-MECHANICAL SOURCES .................... 4019Jostein Lima, Orji Okwudili, Stian Hegna, Tilman Klüver

AN EMPIRICAL ASSESSMENT OF DEBLENDING RESULTS ON LAND VIBROSEIS DATA ....................... 4024Ajay Jaiswal, David Monk, Dennis Yanchak, Gary Wool, Mike Yates, Peter Aaron

DEBLENDING OF MARINE FIELD SIMULTANEOUS SOURCE DATA BASED ON THE SEISLET TRANSFORM ................................................................................................................................................ 4029

Eric Verschuur, Hanming Gu, Junhai Cao, Lie Li

IMPROVING SEISMIC DATA COMPLETION AND EFFICIENCY USING TENSORS..................................... 4034Jonathan Popa, Susan Minkoff, Yifei Lou

PROCESSING TECHNOLOGY OF BROADBAND, WIDE-AZIMUTH AND HIGH-DENSITY (BWH) SEISMIC DATA: CASE STUDY OF MID-DEEP IMAGING IN SONGLIAO BASIN, NORTHEAST CHINA .................................................................................................................................................... 4039

Huahui Zeng, Huijie Meng, Lei Lv, Qin Su, Shuhai Qie, Xiaomei Zhang

HYPERBOLIC MEDIAN FILTERING AND SINGULAR SPECTRUM ANALYSIS FOR SIMULTANEOUS SOURCE SEPARATION............................................................................................................... 4044

Aleksei Tarasov, Alexander Oshkin, Vladimir Ignatev

NORMALIZED SHAPING REGULARIZATION FOR ROBUST SEPARATION OF BLENDED DATA................................................................................................................................................................................ 4048

Qiang Zhao

DEBLENDING OF LONG-OFFSET OBN DATA FOR VELOCITY MODEL BUILDING BY SPARSE INVERSION OF HYPERBOLOIDAL COMPONENTS............................................................................. 4053

Chuck Mason, Hassan Masoomzadeh, Henrik Roende, Himadri Pal, Simon Baldock, Zhaojun Liu

APPLICATION OF MULTI-SCALE CARBONATE CAVE IMAGING BASED ON 5-D PRE-STACK DATA IN TARIM BASIN ................................................................................................................................ 4058

Chen Yiren, He Yingfu, Xian Qiang, Xiao Jiang, Zheng Xiaoli, Zhou Hongbo, Zujun Wang

Q-COMPENSATION TECHNOLOGY ROBUSTLY DRIVEN BY FREQUENCY : SHUNBEI OILFIELD........................................................................................................................................................................ 4063

Li Fubin, Yanghua Wang

RESEARCH OF THE GATHERS SIMULATION METHOD BASED ON PRIORITY TRACES AND ITS APPLICATION IN SEISMIC IMAGING OF LARGE-SCALE GAS CLOUD AREAS ......................... 4067

Haibo Xu, Lei Liu, Tongxing Xia, Yao Chen

RESEARCH OF THE GATHERS SIMULATION METHOD BASED ON PRIORITY TRACES AND ITS APPLICATION IN SEISMIC IMAGING OF LARGE-SCALE GAS CLOUD AREAS ......................... 4072

Ken Pavloske, Kenny Lambert, Taejong Kim, Tefera Eshete, Xuening Ma

APPLICATION OF PRE-STACK GATHER DETUNING TECHNOLOGY BASED ON NON-STATIONARY MATCHING METHOD TO BOHAI FAULT BLOCK OILFIELD ............................................... 4077

Cai Li, Dongjia Hou, Junpei Yue, Yongqiang Yao, Yu Xiong

COMPRESSION OF SEISMIC SIGNALS VIA RECURRENT NEURAL NETWORKS: LOSSY AND LOSSLESS ALGORITHMS ................................................................................................................................. 4082

Ali Payani, Mohamed Deriche, Mohamed Mohandes

HIERARCHICAL CLUSTERING FOR SEISMIC SIGNAL RECOGNITION ....................................................... 4087Weilin Huang

EXTENDING HIGH AND LOW FREQUENCIES BY PREDICTING HARMONICS AND SUB-HARMONICS .................................................................................................................................................................. 4092

Libin Liu, Qing Wei, Xiangyang Li

LOW-FREQUENCY EXPANSION OF SEISMIC DATA USING RELEVANT VECTOR MACHINE................ 4097Yongzhen Ji, Zhengliang Lin

APPLICATION OF DEBLENDING TECHNIQUE IN ULTRA HIGH PRODUCTIVITY (UHP) LAND ACQUISITION.................................................................................................................................................... 4102

Chen Shuangting, Jiang Jinpin, Li Hong, Li Shuo, Zeng Qingqin

REVERSE TIME HOLOGRAPHY APPROACH BASED ON THE VECTOR DOMAIN COMMON IMAGE GATHERS......................................................................................................................................................... 4107

Gennady Erokhin

PROCESSING WHILE DRILLING TECHNOLOGY FOR EFFICIENT AND ACCURATE LOCATION OF CARBONATE FRACTURE-CAVITY RESERVOIRS: A CASE STUDY IN THE WESTERN CHINA ......................................................................................................................................................... 4112

Jiaqing Sun, Jing Wang, Weiming Liu, Xiaowei Wang

CULTIVATING CITIZEN SCIENTISTS WITH SEISMIC MONITORING IN TEXAS AND NEW ENGLAND USING AN AFFORDABLE SEISMOGRAPH ........................................................................................ 4117

Alan L. Kafka, Kristi R. Fink

STRUCTURAL INTERPRETATION AND SEISMIC PROCESSING IN RGB-HSV COLOR DOMAIN .......................................................................................................................................................................... 4121

Chengliang Wu, Huazhong Wang, Shen Sheng

THE NEW APPLICATION OF SPECTRAL INVERSION BASED ON WAVELET PHASE CORRECTION IN THE THICK RESERVOIR DESCRIPTION .............................................................................. 4126

Hailiang Jia, Hong Wei, Pengzhi Zhang, Zongyu Zhen

DIP-GUIDED LAPLACIAN IMAGE FILTER FOR RTM ........................................................................................ 4131Charlie Jing, John E Anderson

SIMPLE, EFFICIENT HYBRID DOMAIN COMMON IMAGE GATHER ............................................................ 4136C. Shin, S. Ko, T. Ha

SAMPLING ANALYSIS IN GATHER CONVERSION ............................................................................................. 4141Meixia Wang, Sheng Xu

IMPROVING INTERPRETABILITY OF SEISMIC IMAGES WITH DIRECTIONAL IMAGE PARTITIONS AND MODEL-BASED TECHNIQUES ............................................................................................... 4146

George Zhao, Joe Zuech, Mohamed Hegazy, Olga Zdraveva, Ruoyu Gu

REVERSE TIME MIGRATION AS THE TRANSPOSE OF FORWARD OPERATOR BY RAPID EXPANSION METHOD (REM) .................................................................................................................................... 4151

Reynam C. Pestana

SEISMIC IMAGING WITH OPTIMAL SOURCE WAVEFIELD RECONSTRUCTION ..................................... 4156Ivan Lim Chen Ning, Paul Sava

AMPLITUDE ENHANCEMENT OF RTM ANGLE GATHERS WITH DECONVOLUTION ............................. 4161Dan Whitmore, Elena Klochikhina, Faqi Liu, Nizar Chemingui, Sean Crawley

PS RTM WITH SINGLE MODE WAVE PROPAGATIONS..................................................................................... 4166Bing Tang, Hossein M. Zadeh, Marit S. Guttormsen

A PRACTICAL LEAST-SQUARES KIRCHHOFF Q MIGRATION WORKFLOW AND ITS APPLICATION TO CELTIC SEA IMAGING ............................................................................................................ 4171

Bin Wang, Cheng Cheng, Yang He, Zhaojun Liu

ANGLE-DEPENDENT AND ANGLE-INDEPENDENT LEASE-SQUARES REVERSE-TIME MIGRATION (LSRTM) - CASE STUDIES ................................................................................................................. 4176

Bruce Strawn, Eric Duveneck, Mandy Wong, Richard Palmer, Siyang Yang, Thomas Kühnel, Thomas Rayburn

REFLECTION ANGLE- AND AZIMUTH-DEPENDENT LEAST-SQUARES REVERSE-TIME MIGRATION................................................................................................................................................................... 4181

Anu Chandran, Eric Duveneck, Fons Ten Kroode, Henk Vocks, Henning Kuehl

APPROXIMATE LEAST SQUARES RTM VIA MATCHING FILTERS AND REGULARIZED INVERSION .................................................................................................................................................................... 4186

Jacopo Panizzardi, Stefano Tubaro, Vincenzo Lipari

VISCO-ACOUSTIC LEAST-SQUARES REVERSE TIME MIGRATION IN TTI MEDIA AND APPLICATION TO OBN DATA ................................................................................................................................... 4191

Martina Wittmann-Hohlbein, Rene-Edward Plessix, Side Jin

AMPLITUDE PRESERVING MIGRATION THROUGH EXTENDED ACOUSTIC LEAST-SQUARES RTM .............................................................................................................................................................. 4196

Biondo Biondi, Ettore Biondi, Mark Meadows

LEAST-SQUARES REVERSE TIME MIGRATION WITH RANDOM SPACE SHIFT........................................ 4201Jizhong Yang, Yuzhu Liu

LEAST-SQUARES MIGRATION WITH GATHERS ................................................................................................ 4206A. A. Valenciano, E. Klochikhina, M. Orlovich, N. Chemingui

LOW-RANK MATRIX DECOMPOSITION METHOD FOR 3D DIFFRACTION IMAGING ............................. 4211Caixia Yu, Jingtao Zhao

ENHANCED PRESALT IMAGING USING ITERATIVE LEAST-SQUARES MIGRATION: A CASE STUDY IN SANTOS BASIN, BRAZIL.............................................................................................................. 4216

Bruno Virlouvet, Hermann Lebit, Jeff Tilton, Pascal Ollagnon, Sriram Arasanipalai

3D DIFFRACTION SEPARATION AND IMAGING USING AN ADAPTIVE RANK-REDUCTION METHOD ......................................................................................................................................................................... 4221

Jingtao Zhao, Peng Lin, Rushan Wu, Suping Peng, Xinming Wu

STATISTICAL CALIBRATION OF THE POINT SPREAD FUNCTION FOR IMAGE-DOMAIN LEAST-SQUARES MIGRATION................................................................................................................................. 4226

Britain Willingham, Seet Li Yong, Wei Kang, Zina Kriseman

PATH-INTEGRAL SEISMIC DIFFRACTION IMAGING WITH PROBABILITY WEIGHTS .......................... 4231Luke Decker, Sergey Fomel

KIRCHHOFF APPROXIMATION BASED LEAST-SQUARES REVERSE TIME MIGRATION FOR SUBSALT IMAGING ............................................................................................................................................ 4236

Jianfeng Zhang, Kai Yang

LEAST-SQUARES RTM WITH OCEAN BOTTOM NODES: POTENTIALS AND CHALLENGES ................. 4241Gopal Mohapatra, Steve Checkles, Yan Liu

APPLICATION OF IMAGE-DOMAIN LSRTM FOR ILLUMINATION STUDY AND OPTIMAL SURVEY DESIGN .......................................................................................................................................................... 4246

Jean Ji, Senren Liu, Vijay Singh, Yang He, Zhuoquan Yuan

A GENERALIZED STABILIZATION SCHEME FOR SEISMIC Q COMPENSATION ...................................... 4251Dongzhuo Li, Jerry M. Harris, Yufeng Wang

LEAST-SQUARES REVERSE TIME MIGRATION BASED ON PURE QP-WAVE EQUATION IN TTI MEDIA ..................................................................................................................................................................... 4256

Jianping Huang, Xinru Mu, Xu Guo And, Yingming Qu

REVERSE TIME MIGRATION USING CONTROLLED-ORDER WATER-BOTTOM-RELATED MULTIPLES.................................................................................................................................................................... 4261

Xuejian Liu, Yanbao Zhang

TRUE-AMPLITUDE WAVEFORM INVERSION WITH THE QUASI-ELASTIC WAVE EQUATION ..................................................................................................................................................................... 4266

Gerard Schuster, Zongcai Feng

ELASTIC REVERSE TIME MIGRATION IN IRREGULAR TUNNEL ENVIRONMENT BASED ON POLAR COORDINATE SYSTEM......................................................................................................................... 4271

Jinli Li, Yingming Qu, Zhenchun Li

UP/DOWN SEPARATION OF P-P AND P-S IMAGES FOR ELASTIC REVERSE TIME MIGRATION................................................................................................................................................................... 4276

George A. McMechan, Li Ren, Peng Guo

BROADBAND FINITE-DIFFERENCE Q-COMPENSATION ENGINE FOR ACCURATE Q-RTM .................. 4281Jieyuan Ning, Tong Zhou, Wenyi Hu

ROBUST DATA-DRIVEN Q-INTERFACE IMAGING ............................................................................................. 4287Bei Li, Jizhong Yang,Yunyue Elita Li

FOURIER FINITE-DIFFERENCE WAVE-EQUATION MIGRATION IN TILTED TRANSVERSELY ISOTROPIC MEDIA WITH AN IMPROVED SOLUTION FOR COEFFICIENT ESTIMATION ................................................................................................................................................................. 4292

Chen Tang, Jian Mao, Jianming Sheng, Yang He

ILLUMINATION COMPENSATION OF SHADOW ZONES IN EXTENDED LEAST SQUARES MIGRATED IMAGES BY SOLVING THE LINEAR INVERSE PROBLEM IN TOMOGRAPHIC FULL WAVEFORM INVERSION................................................................................................................................ 4297

Biondo Biondi, Rahul Sarkar

REVERSE TIME MIGRATION USING A WAVEFIELD DOMAIN DYNAMIC APPROACH ........................... 4302Milton J. Porsani, Peterson Nogueira, Victor Leite

APPLYING THE REFRACTION MIGRATION METHOD TO IMAGE A DEEP INTERFACE IN XINJIANG, CHINA ........................................................................................................................................................ 4307

Jie Zhang, Yang Shen

HORIZON ORIENTED RESIDUAL PRESTACK MIGRATION TO ZERO OFFSET.......................................... 4312J. F. Schneider

THE AZIMUTH ANGLE DOMAIN COMMON IMAGE GATHERS EXTRACTION BY KIRCHHOFF MIGRATION ......................................................................................................................................... 4317

Huazhong Wang, Meng Zhang, Shengli Oilfield, Shouwei Liu

RECEIVER GHOST IMAGING USING VERTICAL CABLE SEISMIC DATA FOR METHANE HYDRATE EXPLORATION......................................................................................................................................... 4322

Ehsan Jamali Hondori, Hitoshi Mikada

ANALYSES ON DIVING-WAVE IMAGING ARTIFACTS IN RTM AND AN EFFECTIVE REMOVAL STRATEGY BASED ON WAVELENGTH-DEPENDENT SMOOTHING ........................................ 4327

Bingkai Han, Hanming Gu, Shaoyong Liu, Yongjie Tang, Zhe Yan

IMPROVING IMAGES IN COMPLEX FAULT AREA WITH GEOLOGICAL CONSTRAINED HIGH-RESOLUTION TOMOGRAPHY INVERSION AND PRE-STACK DEPTH MIGRATION: A CASE STUDY AT SOUTH CHINA SEA ...................................................................................................................... 4332

Hailong Peng, Jianwei He, Jianxiang Pei, Yong Deng

IMPROVING THE QUALITY OF COMMON-IMAGE GATHERS USING DTW AND LOCAL SIMILARITY .................................................................................................................................................................. 4336

Chengliang Wu, Fei Luo, Huazhong Wang, Peng Xu, Tianzhen Wang

IMPROVED GAUSSIAN BEAM MIGRATION FOR RUGGED TOPOGRAPHY................................................. 4341Changbo Wang, Hongwei Han, Hongxian Liang, Ning Qin, Xingmou Wang, Yuanfeng Cheng

APPROXIMATE TRUE SURFACE PRESTACK DEPTH MIGRATION: APPLICATION TO QILIAN PIEDMONT IN CHINA .................................................................................................................................. 4346

Shao Xichun, Wang Yanjun, Xiao Mingtu, Yu Guoxiang

ANGLE GATHERS FROM RTM BASED ON EXCITATION TIME REPRESENTATION FOR ISOTROPIC AND ANISOTROPIC MEDIA................................................................................................................ 4351

Bingkai Han, Hanming Gu, Shaoyong Liu, Yongjie Tang

A PHASE-SPACE BEAM SUMMATION IMAGING IN INHOMOGENEOUS MEDIUM ................................... 4356Mrinal K. Sen, Ram Tuvi, Zeyu Zhao

LOW FREQUENCY ARTIFACT ATTENUATION OF REVERSE-TIME-MIGRATION THROUGH ANISOTROPIC TENSOR ........................................................................................................................ 4361

Danping Cao, Zhaolin Zhu

REVERSE TIME MIGRATION FOR ACOUSTIC IMPEDANCE INVERSION USING INVERSION-BASED IMAGING CONDITION .......................................................................................................... 4365

Hong Liang, Hongwei Liu, Houzhu Zhang

FREQUENCY-SPACE DOMAIN VISCOACOUSTIC RTM USING STABLE COMPENSATION OPERATOR .................................................................................................................................................................... 4370

Bo Gao, Guofa Li

FLANK-PRESERVING DE-PRIMARY REVERSE TIME MIGRATION............................................................... 4375Tong W. Fei, Yimin Sun

TOPOGRAPHY-DEPENDENT FREQUENCY-DOMAIN PRESTACK REVERSE TIME MIGRATION................................................................................................................................................................... 4380

Jingyi Chen, Mengxiu Wang, Yifei Bao, Zhencong Zhao

AN IMPROVED ASYMPTOTIC INVERSION BASED REVERSE TIME MIGRATION AND ITS APPLICATION ............................................................................................................................................................... 4385

Wenqing Liu, Yang Zhou

VISCOACOUSTIC LEAST-SQUARES REVERSE-TIME MIGRATION USING A TIME-DOMAIN COMPLEX-VALUED WAVE EQUATION ................................................................................................................. 4390

Hejun Zhu, Jidong Yang

ELASTIC LEAST-SQUARES REVERSE TIME MIGRATION WITH MODIFIED TOTAL-VARIATION REGULARIZATION .............................................................................................................................. 4395

Zhenchun Li, Zhiming Ren

FULL WAVE-EQUATION BASED OPTIMAL SHOT SELECTION FOR LEAST-SQUARES REVERSE TIME MIGRATION.................................................................................................................................... 4400

Anu Chandran, Bruce Strawn, Dung Nguyen, Farhad Bazargani, Michael Kiehn, Thomas Kuhnel

MULTI-SOURCES LEAST-SQUARES REVERSE TIME MIGRATION BASED ON T-DISTRIBUTION WITH SPARSE CONSTRAINED USING K-SVD DICTIONARY LEARNING ....................... 4405

Fanbing Meng, Guangsheng Qin, Li Qingyang, Na Li, Qixin Cai, Yundong Guo

LSRTM BASED ON THE POINT SPREAD FUNCTION FOR VISCO-ACOUSTIC MEDIA............................... 4410Haoran Ren, Jinsheng Jiang, Xuejun Wang, Yueming Ye

LEAST-SQUARES GAUSSIAN BEAM MIGRATION IN VISCOACOUSTIC MEDIA ........................................ 4415Fei Wang, Jianlei Zhang, Jun Liao, Pengyuan Sun, Shihu Wang, Weiyi Zhang, Yubo Yue

PURE P- AND S-WAVE ELASTIC REVERSE TIME MIGRATION WITH ADJOINT STATE METHOD IMAGING CONDITION ............................................................................................................................. 4420

Daniel O. Trad, Jorge E. Monsegny

PHASE STABILIZATION PRESTACK TIME Q MIGRATION OF BWH SEISMIC DATA IN NORTHERN SONGLIAO BASIN................................................................................................................................. 4425

Cheng Wang, Shu-Min Chen, Yi Bao

VELOCITY ANALYSIS USING ELASTIC RTM IMAGE GATHERS.................................................................... 4430Houzhu Zhang, Konstantin Osypov, Yang Zhao, Zhiguang Xue

IMAGING METHOD OF PRESTACK DEPTH MIGRATION OF VISCOELASTIC MEDIUM AND ITS APPLICATION FOR EXPLORATION TARGETS OF COMPLEX LITHO-STRATIGRAPHIC RESERVOIR ................................................................................................................................................................... 4435

Cheng Wang, Zhanqing Yu

ISOTROPIC ELASTIC REVERSE-TIME MIGRATION USING IMPEDANCE SENSITIVITY KERNEL .......................................................................................................................................................................... 4440

Hejun Zhu, Jidong Yang

TARGET-ORIENTED DUAL-DOMAIN STAINING STRATEGY FOR HIGH-QUALITY ELASTIC WAVE IMAGING ........................................................................................................................................................... 4445

Xiaofeng Jia, Yaxing Li

IMAGING DIFFRACTIONS USING MAHALANOBIS-BASED ATTENUATION FUNCTION.......................... 4450Chuangjian Li, Jingtao Zhao, Peng Lin, Suping Peng, Xiaoqin Cui

ANGLE DOMAIN INVERSION IMAGING OF RELATIVE IMPEDANCE PERTURBATION.......................... 4455Guoxin Chen, Shengchang Chen, Yanan Liu

A BIPOLAR-BISECTION PIECEWISE ENCODING SCHEME FOR MULTI-SOURCE REVERSE TIME MIGRATION ....................................................................................................................................................... 4460

Bin Chen, Qihua Li, Xiaofeng Jia

ANISOTROPIC REVERSE TIME MIGRATION WITH GAUSSIAN BEAMS USING OPTIMIZED RAY TRACING SYSTEMS ........................................................................................................................................... 4465

Jianen Xiao, Kai Zhang, Qiang Liu, Zhenchun Li

LOW-RANK REPRESENTATION OF SUBSURFACE EXTENDED IMAGE VOLUMES WITH POWER ITERATIONS .................................................................................................................................................. 4470

Felix J. Herrmann, Marie Graff, Mengmeng Yang, Rajiv Kumar

ROBUST IMPLEMENTATION OF MVA BY DOUBLE PATH-INTEGRAL MIGRATION ............................... 4475Jessé C. Costa, Jörg Schleicher, Renato G. Bedendo

AN ACCELERATION METHOD FOR THE ANTI-LEAKAGE PARABOLIC RADON TRANSFORM FOR SEISMIC DATA INTERPOLATION........................................................................................ 4480

Orhan Yilmaz, Yaniv Hollander

MICROSEISMIC AND SEISMIC NOISE ATTENUATION BY SUPERVISED DEEP LEARNING WITH NOISY NATURAL IMAGES............................................................................................................................. 4485

Chao Zhang, Mirko Van Der Baan

USE OF A GEOLOGICAL MODEL AND ELASTIC FORWARD MODELING TO IDENTIFY AND REMOVE SALT-RELATED NOISES ................................................................................................................ 4490

Chuck Peng, Chung-Chi Shih, Jun Tang, Michael O'Brian

CREATING A SHARPER IMAGE: MERGING MULTIPLE SEISMIC IMAGES WITH NOISE ATTENUATION ............................................................................................................................................................. 4495

Jane Shoujian Huang, Yue Tian

LOW FREQUENCY DE-NOISING USING HIGH FREQUENCY PREDICTION ERROR FILTERS................ 4500Biondo Biondi, Milad Bader, Robert Clapp

COMPRESSIVE SENSING SEISMIC PROCESSING TESTS ON A HIGH DENSITY BLENDED LAND DATA SET ........................................................................................................................................................... 4505

Donnie Enns, Dustin Blymyer, Klaas Koster, Robert Holt, Tao Jiang, Tianjiang Li

A COMPARISON OF GREEDY ALGORITHMS FOR 3D RADON TRANSFORMS: MATCHING PURSUIT VS ORTHOGONAL MATCHING PURSUIT ........................................................................................... 4510

Francesco Perrone, Sergio Grion, Warren S. Ross

DATA- AND PRIOR-DRIVEN SAMPLING AND WAVEFIELD RECONSTRUCTION FOR SPARSE, IRREGULARLY-SAMPLED, HIGHER-ORDER GRADIENT DATA ................................................... 4515

Ivan Vasconcelos, Jingming Ruan

INTERNAL MULTIPLE ATTENUATION FOR OBN DATA WITH OVERBURDEN/TARGET SEPARATION ................................................................................................................................................................. 4520

Adel Khalil, Benjamin Huard, Hui Huang, Luis Cypriano, Mena Ramzy, Petre Griscenco, Roberto Pereira

A NEW MULTIDIMENSIONAL METHOD THAT ELIMINATES INTERNAL MULTIPLES THAT INTERFERE WITH PRIMARIES, WITHOUT DAMAGING THE PRIMARY, WITHOUT KNOWLEDGE OF SUBSURFACE PROPERTIES, FOR OFF-SHORE AND ON-SHORE CONVENTIONAL AND UNCONVENTIONAL PLAYS ........................................................................................... 4525

Arthur B. Weglein, Chao Ma, Yanglei Zou

PATTERN-MATCHING ADAPTIVE SUBTRACTION WITH NONSTATIONARY PREDICTION-ERROR FILTERS: REQUIREMENTS FOR APPLICATIONS TO HIGH-DIMENSIONAL DATA SETS ................................................................................................................................................................................. 4530

Cintia Lapilli, Robert Clapp

A FIELD DATA EXAMPLE OF MARCHENKO MULTIPLE ELIMINATION ..................................................... 4535Evert Slob, Lele Zhang

ADAPTIVE SUBTRACTION USING 3D CURVELETS: A LINEAR OPTIMISATION FRAMEWORK ............................................................................................................................................................... 4540

Amarjeet Kumar, Gary Hampson, Mike Hartley, Rajiv Kumar, Troy Thompson

REPRESENTATIONS FOR THE MARCHENKO METHOD FOR IMPERFECTLY SAMPLED DATA................................................................................................................................................................................ 4545

Johno Van Ijsseldijk, Kees Wapenaar

PRACTICAL STRATEGIES FOR INTERBED MULTIPLE ATTENUATION ...................................................... 4550Bin Deng, Gaurav Dutta, Hui Huang, Karthik Kanakamedala, Ping Wang

DIRECT GREEN’S FUNCTION RETRIEVAL WITH INTERNAL MULTIPLES: AN ALTERNATIVE TO MARCHENKO FOCUSING ..................................................................................................... 4555

Ivan Vasconcelos, Qiang Guo, Tariq Alkhalifah

3D ATTENUATION OF ALIASED GROUND ROLL ON RANDOMLY UNDERSAMPLED DATA .................. 4560Stephen K Chiu

VECTOR-VALUED SEISMIC DATA DENOISING VIA WIDELY-LINEAR AUTOREGRESSIVE MODELS.......................................................................................................................................................................... 4565

Breno Bahia, Mauricio D. Sacchi

CLEANING UP FIRST ARRIVALS IN THE CROSS-SPREAD DOMAIN ............................................................. 4570Stewart Trickett

LEAST-SQUARES REVERSE TIME MIGRATION WITH PRISM WAVES ........................................................ 4575Henning Kuehl, Maksym Kryvohuz

HIGH-DIMENSIONAL CENTER FILTERING METHOD BASED ON BLOCK MATCHING........................... 4580Huazhong Wang, Liqi Zhang

MULTI-DOMAIN SURFACE MULTIPLE LEAKAGE EXTRACTION USING LOCAL PRIMARY-AND-MULTIPLE ORTHOGONALIZATION............................................................................................................. 4585

Dong Zhang, Yangkang Chen

SEISMIC IMAGE INTERPOLATION FROM IRREGULAR LOCATIONS TO A 3D GRID USING DYNAMIC TIME WARPING ....................................................................................................................................... 4590

Ben Gremillion, Sergey Fomel

INTERBED DEMULTIPLE AND CONVERTED WAVE ATTENUATION IN SHALLOW WATER GUYANA.......................................................................................................................................................................... 4595

Carlos Espinoza, Diana Sineva, Fred Shirley, Jose Omana, Qinbo Liao, Qunshan Zhang

ADAPTIVE SOURCE DEGHOSTING IN THE COMMON-SHOT DOMAIN........................................................ 4600Gerrit Blacquière, Jan-Willem Vrolijk

UP-DOWN SEPARATION AND DEBUBBLE USING A MULTICOMPONENT NON-STATIONARY PREDICTION-ERROR FILTER ....................................................................................................... 4605

Jon Claerbout, Joseph Jennings, Kaiwen Wang

A STUDY ON THE BENEFITS OF MIGRATION OF PRIMARIES AND MULTIPLES ..................................... 4610Pierre Yves Raya, Umed Kakhkhorov

A 3D METHODOLOGY FOR RESIDUAL AND DIFFRACTED MULTIPLE ATTENUATION ......................... 4614Lian Duan, Maiza Bekara, Mamdouh Salem

SEISMIC DATA DENOISING WITH MATHEMATICAL MORPHOLOGICAL FILTERS................................ 4619Z. Liu

IMAGING WITH SURFACE MULTIPLES ON OBN DATA WITH LARGE RECEIVER GAPS ....................... 4624Aparajita Nath, Dirk Jacob Verschuur

SURFACE-RELATED MULTIPLE ELIMINATION WITH DEEP LEARNING ................................................... 4629Ali Siahkoohi, Dirk J. Verschuur, Felix J. Herrmann

BLENDED DATA SEPARATION AND PRIMARY ESTIMATION VIA CLOSED-LOOP SRME BASED ON THE 3D L1-NORM SPARSE INVERSION............................................................................................. 4635

Deli Wang, Eric Verschuur, Jing Sun, Tiexing Wang

VOLUME 7

ROBUST SINGULAR SPECTRUM ANALYSIS VIA THE BIFACTORED GRADIENT DESCENT ALGORITHM ................................................................................................................................................................. 4640

Breno Bahia, Mauricio Sacchi

FAST AND ACCURATE DICTIONARY LEARNING FOR SEISMIC DATA DENOISING USING CONVOLUTIONAL SPARSE CODING...................................................................................................................... 4645

Mudassir Masood, Murad Al-Madani, Umair Bin Waheed

RECONSTRUCTION OF SEISMIC FIELD DATA WITH CONVOLUTIONAL U-NET CONSIDERING THE OPTIMAL TRAINING INPUT DATA................................................................................... 4650

Daeung Yoon, Jiho Park, Joongmoo Byun, Soon Jee Seol

SEISMIC DATA RECONSTRUCTION BASED ON SMOOTHED L1/2 REGULARIZATION ........................... 4655Fanchang Zhang, Nanying Lan

TRANSFORM LEARNING WITH GROUP SPARSITY FOR RANDOM NOISE ATTENUATION ................... 4660Jianwei Ma, Xiaojing Wang

STRONG RANDOM NOISE SUPPRESSION USING LOW-RANK BASED SIMULTANEOUSLY SPARSE CODING, WITH SELECTIVE EXTRACTION OF NONLOCAL MEANS ESTIMATES .................... 4665

Liyun Fu, Qiang Zhao, Qizhen Du, Wenhan Sun

INTERLAYER MULTIPLE SUPPRESSION METHOD FOR CONGLOMERATE RESERVOIRS IN MAHU AREA, WESTERN CHINA ......................................................................................................................... 4670

Caiqin Ding, Huahui Zeng, Juan Lu, Junfa Xie, Xiao Wang

ITERATIVE DOUBLE LAPLACIAN SCALED LOW-RANK OPTIMIZATION FOR UNDER-SAMPLED AND NOISY SIGNAL RECOVERY ......................................................................................................... 4675

Qiang Zhao, Qizhen Du

RECONSTRUCTION OF SEISMIC SIGNALS BY THE S-TRANSFORM RIDGES ............................................. 4680Aleksander S. Serdyukov, Anton V. Azarov, Tatiana V. Shilova

GROUND ROLL REMOVAL USING ADAPTIVE REFLECTION MASK FUNCTION IN CURVELET DOMAIN ................................................................................................................................................... 4685

Bin Wang, Chenhao Yang, Jianming Sheng, Zhaojun Liu

TIME-FREQUENCY ANALYSIS BASED ON A SPECIALIZED CURVELET TRANSFORM ........................... 4690Lin Tengfei, Wang Jiao

RANK REVEALING AND VECTOR OPTIMIZATION METHODS FOR ADAPTIVE ROBUST DENOISING .................................................................................................................................................................... 4695

Ferhan Ahmed, Ke Chen, Weichang Li, Woodon Jeong

RECONSTRUCTING THE PRIMARIES OF PP AND PS WAVES BY ELASTIC MARCHENKO METHOD ......................................................................................................................................................................... 4700

Deli Wang, Jinju Zhou, Junlun Li

RESEARCH ON AN IMPROVED ANISOTROPIC DIFFUSION FILTERING METHOD................................... 4705Feng Chao, Pan Shuxin, Wang Hongbin, Yao Qingzhou, Zhang Huquan

TWO-DIMENSIONAL NONSTATIONARY CONVOLUTIONAL FILTERING AND AN ADAPTIVE LINEAR INTERFERENCE SUPPRESSION METHOD ...................................................................... 4710

Haoqi Zhao, Linhong Zhang, Long Bian, Xinlong Huang, Xu Fan

GROUND ROLL DETECTION METHOD BASED ON AN ATTRIBUTE CONSTRAINT .................................. 4715Liyun Fu, Qiang Zhao, Qizhen Du, Wenhan Sun

AN ASYMMETRICAL REVERSE TIME MIGRATION (ASYM-RTM) SCHEME TO IMAGE HIGH-ANGLE FAULTS ................................................................................................................................................ 4720

Hua-Wei Zhou, Yingcai Zheng, Yinshuai Ding

DATA INTERPOLATION FOR 3D MARCHENKO GREEN’S FUNCTION RETRIEVAL ................................. 4725Roel Snieder, Xueyi Jia, Yang Zhao

FROM INCREMENTAL TO TRANSFORMATIONAL WORKFLOWS: CONTEMPORARY IMAGING AND WHAT COMES NEXT...................................................................................................................... 4730

Ian F. Jones, John Brittan

TIME REVERSAL IN SEISMIC ................................................................................................................................... 4735Evgeny Landa, Matan Shustak

SEISMIC INVERSION FOR ENGINEERING APPLICATIONS IN UNCONVENTIONAL RESERVOIRS ................................................................................................................................................................. 4740

Colin M. Sayers

BUILDING REALISTIC STRUCTURE MODELS TO TRAIN CONVOLUTIONAL NEURAL NETWORKS FOR SEISMIC STRUCTURAL INTERPRETATION ....................................................................... 4745

Nam Pham, Sergey Fomel, Xinming Wu, Yunzhi Shi, Zhicheng Geng

RESULTS FROM A 3D FIELD TRIAL WITH A SEISMIC ACQUISITION AND PROCESSING METHOD BASED ON CONTINUOUS WAVEFIELDS............................................................................................. 4751

Jostein Lima, Stian Hegna, Tilman Klüver

THE FIRST ACTIVE SEISMIC EXPERIMENT ON MARS TO CHARACTERIZE THE SHALLOW SUBSURFACE STRUCTURE AT THE INSIGHT LANDING SITE................................................... 4756

A. Horleston, B. Knapmeyer-Endrun, C. Vretto, L. Fayon, M. Grott, N. Brinkman, P. Delage, S. Kedar, W. T. Pike

WAVEFORM INVERSION VIA SOURCE EXTENSION ......................................................................................... 4761Guanghui Huang, Mohamed Dolliazal, Rami Nammour, William W. Symes

THE USE OF GEOPHYSICS IN UNCONVENTIONAL RESERVOIRS: A PERSPECTIVE AND PATH FORWARD .......................................................................................................................................................... 4767

Scott Singleton

APPLICATION OF ELECTRICAL RESISTIVITY SURVEY TO DETERMINE THE POSSIBLE CAUSES OF RECURRENT ROAD FAILURE IN SOUTHWESTERN NIGERIA CASE STUDY: OLABODE OLALEYE STREET, IWAYA LAGOS ................................................................................................... 4772

K. F. Oyedele, Nelly Omoruyi

TIME-LAPSE ELECTRICAL RESISTIVITY AND GROUND PENETRATING RADAR IMAGING OF YOUNG POLYGONAL PATTERNED GROUND IN VICTORIA VALLEY, MCMURDO DRY VALLEYS, ANTARCTICA ........................................................................................................................................... 4777

David C. Nobes, Michele T. Bannister, Myfanwy J. Godfrey, Ronald S. Sletten

AN INTERNATIONAL PARTNERSHIP TO DEVELOP VOLCANO MONITORING CAPACITIES IN GUATEMALA ........................................................................................................................................................... 4782

Alicia Rohnacher, Andreas Rietbrock, Ellen Gottschämmer, Silvio De Angelis, Yan Lavallee

SEISMIC AND TSUNAMI RISK OF THE JAVA TRENCH AND IMPLEMENTATION OF RISK REDUCTION STRATEGIES ........................................................................................................................................ 4786

Anne Arendt, Daniel Horns, Eko Yulianto, Hanif Suliaman, Mike Bunds, Ron Harris, Sarah Hall

ACTIVE FAULT INVESTIGATION BY 3D AMBIENT NOISE TOMOGRAPHY IN HEBEI PROVINCE, CHINA....................................................................................................................................................... 4790

Bin He, Daxiang Cheng, Shunjia Tan

CONDUCTIVE LAYER DETECTION IN PERIGLACIAL ANTARCTIC ENVIRONMENT WITH TIME-DOMAIN ELECTROMAGNETICS ................................................................................................................. 4795

David Nobes, Michele T. Bannister, Myfanwy J. Godfrey, Peter Cottrell, Ronald S. Sletten

STUDENT-LED WATER DEVELOPMENT IN THE ANDEAN PUNA .................................................................. 4800Jasper Oshun, Kristina Keating, Margaret Lang, Olivia Helprin, Wyeth Wunderlich

DEVELOPING A PRECISION IRRIGATION FRAMEWORK TO FACILITATE SMALLHOLDER DRY-SEASON FARMING IN DEVELOPING COUNTRIES: A CASE STUDY IN NORTHERN GHANA ............................................................................................................................................... 4804

Eric Doe, Jeremy M. Fontaine, John W. Lane, Samuel Guug

IMPROVING PORE-SIZE DISTRIBUTION AND PERMEABILITY PREDICTION FROM NMR USING DT2 MAPS.......................................................................................................................................................... 4809

Beth Parker, Kristina Keating

MONITORING GROUNDWATER LEVEL VARIATIONS USING BALLISTIC WAVES RECONSTRUCTED FROM SEISMIC NOISE IN AN URBAN WATER FIELD: A COMBINATION OF EXPERIMENTAL AND NUMERICAL APPROACHES..................................................................................... 4814

Daniel Brito, Stéphane Garambois

HEAT AND GROUNDWATER TRANSPORT BETWEEN THE ANTARCTIC ICE SHEET AND SUBGLACIAL SEDIMENTARY BASINS FROM ELECTROMAGNETIC GEOPHYSICAL MEASUREMENTS ......................................................................................................................................................... 4819

Bernd Kulessa, Kerry Key, Martin Siegert, Sarah Thompson

INVESTIGATING WATER STORAGE IN A SHALE BEDROCK VADOSE ZONE IN A MONTANE CONIFER FOREST, SLATE RIVER, COLORADO ............................................................................ 4824

Daniella Rempe, W. Jesse Hahm, Zachary J. Mungia

SITING A HORIZONTAL WELL WITH ELECTRICAL RESISTIVITY TOMOGRAPHY TO EXTEND PRODUCTION IN A DEPLETING AQUIFER.......................................................................................... 4829

John Jansen, Nicole Pendrigh

FAST ESTIMATION OF PERMEABILITY IN SANDSTONES BY 3D CONVOLUTIONAL NEURAL NETWORKS .................................................................................................................................................. 4833

Chi Zhang, Siyan Liu

COMBINED FIRST ARRIVAL, RAYLEIGH WAVE, AND P-SV CONVERTED WAVE ANALYSIS FOR IMPROVED HYDROLOGIC CHARACTERIZATION ................................................................................... 4839

James St. Clair, Lee Liberty

MULTIDISCIPLINARY APPROACH TO HYDROGEOLOGY: TRACERS TO TEMPORAL GRAVITY SURVEYS..................................................................................................................................................... 4844

Dennis L. Harry, Matthew Sturdivant, Michael Ronayne, William E. Sanford

OBSERVATIONS AND MODELING OF SCATTERED WAVES FROM HYDRAULIC FRACTURES IN A DAS VSP EXPERIMENT IN THE PERMIAN BASIN ............................................................. 4849

Aleksei Titov, David Monk, Grant Byerley

ESTIMATING PERMEABILITY FROM HYDRAULIC FRACTURING INDUCED MICROSEISMICITY ..................................................................................................................................................... 4854

Himanshu Barthwal, Mirko Van Der Baan

DETECTING HYDRAULIC FRACTURE INDUCED VELOCITY CHANGE USING RAPID TIME-LAPSE DAS VSP............................................................................................................................................................. 4859

Mark E. Willis, Ran Zhou, William Palacios

DETECTING MICROSEISMIC EVENTS IN DOWNHOLE DISTRIBUTED ACOUSTIC SENSING DATA USING CONVOLUTIONAL NEURAL NETWORKS.................................................................................... 4864

Dwaipayan Chakraborty, Gary Binder

THE SIGNIFICANCE OF GAUGE LENGTH IN PARTICLE VELOCITY ESTIMATION FROM DAS DATA: VSP AND MICROSEISMIC CASES ...................................................................................................... 4869

Farhan Naseer, Joel Le Calvez, Manish Lal Khaitan, Scott Leaney, Takashi Mizuno

HIGH-RESOLUTION DISTRIBUTED ACOUSTIC SENSOR USING ENGINEERED FIBER FOR HYDRAULIC FRACTURE MONITORING AND OPTIMIZATION IN UNCONVENTIONAL COMPLETIONS ............................................................................................................................................................. 4874

Craig Woerpel, Mahmoud Farhadiroushan, Peter Richter, Rogelio Rufino, Tom Parker, Wenxia Wu

DETECTION OF MICROSEISMIC EVENTS FROM BOREHOLE AND SURFACE DATA TOWARDS A COMMON CATALOG ......................................................................................................................... 4879

Ivan Abakumov, Serge A. Shapiro, Stine Gutjahr

THE IMPORTANCE OF 3D MODELS TO ASSESS THE IMPACT OF INDUCED SEISMICITY AND GROUND VIBRATIONS...................................................................................................................................... 4884

Doug Angus, Mansuy Thomas

WATCHING THE LEAKAGE: DAS SEISMIC MONITORING OF THE SHALLOW CO2 CONTROLLED-RELEASE EXPERIMENT AT THE SOUTH WEST HUB IN-SITU LABORATORY............................................................................................................................................................... 4888

Arsham Avijegon, Barry Freifeld, Konstantin Tertyshnikov, Ludovic Ricard

ENHANCING CO2 MONITORING AT THE DECATUR CCS SITE THROUGH IMPROVED MICROSEISMIC LOCATION CONSTRAINTS ........................................................................................................ 4893

B. Goertz-Allmann, B. D. E. Dando, D. Kühn, K. Iranpour, V. Oye

HIGH-RESOLUTION 3D SEISMIC ACQUISITION AT THE TOMAKOMAI CO2 STORAGE PROJECT, OFFSHORE HOKKAIDO, JAPAN .......................................................................................................... 4898

Ramon H. Trevino, Tip A. Meckel, Ye E. Feng

SEISMIC MONITORING OF CO2-EOR OPERATIONS IN THE TEXAS PANHANDLE AND SOUTHERN KANSAS USING SURFACE SEISMOMETERS.................................................................................. 4903

Abhash Kumar, Alex Bear, Alex Nolte, George Tsoflias, Hongru Hu, Richard Hammack, William Ampomah, William Harbert

INTEGRATED MODEL CONSTRUCTION FOR CO2-EOR MONITORING VIA CHARGED-WELLBORE CASING CONTROLLED-SOURCE ELECTROMAGNETICS ........................................................ 4908

Benjamin R. Bloss, Nathan Moodie, Richard A. Krahenbuhl

EXPLORING CONTINUOUS SEISMIC DATA FOR MONITORING CO2 INJECTION AT THE CAMI FIELD RESEARCH STATION, ALBERTA, CANADA ................................................................................. 4913

Donald C. Lawton, Marie Macquet

7 YEARS OF 4D SEISMIC MONITORING AT THE AQUISTORE CO2 STORAGE SITE, SASKATCHEWAN, CANADA...................................................................................................................................... 4918

Donald White, Lisa A. N. Roach, Michelle Robertson

OVERVIEW OF ACTIVE AND PASSIVE SEISMIC DATA ACQUISITION AND MONITORING AT THE ILLINOIS BASIN: DECATUR PROJECT................................................................................................... 4923

Hannes Leetaru, Robert A. Bauer, Sallie Greenberg, Sherilyn Williams-Stroud, Steven Whittaker

CHALLENGES AND UNCERTAINTY IN THE SEISMIC RESERVOIR CHARACTERIZATION OF BONE SPRING AND WOLFCAMP FORMATIONS IN THE DELAWARE BASIN USING ROCK PHYSICS ............................................................................................................................................................. 4928

James Keay, Larry R. Lines, Ritesh Kumar Sharma

PERMIAN BASIN PROCESSING AND HANDLING SHALLOW ANOMALIES AND PERMIT HOLES: A COMPRESSIVE SEISMIC ACQUISITION AND RECONSTRUCTION CASE STUDY .................. 4933

Buzz Davis, Kevin Woller, Robert Bodziak, Robert Meek, Tao Jiang, Tianjiang Li

SEISMIC EXPRESSION OF SALADO FORMATION GAS POCKETS IN THE MIDLAND BASIN ................. 4938Kevin L. Woller, Robert A. Meek

GINI 3D HIGH PRODUCTIVITY BLENDED ACQUISITION: A CASE STUDY FROM THE DELAWARE BASIN....................................................................................................................................................... 4943

Anna Leslie, Olivier Winter, Terence Krishnasamy, Vincent Durussel

SEISMIC-DRIVEN PORE AND FRACTURE PRESSURE PREDICTION IN THE PERMIAN BASIN............................................................................................................................................................................... 4947

Ahmed Mohamed, Bertrand Six, Kevin Chesser, Kit Clemons, Vishnu Pandey, Vivek Swami

SHALLOW LAND PSDM VELOCITY MODEL BUILDING FOR UNCONVENTIONAL PLAYS..................... 4952Candace Bruins, Josef Heim, Mike Perz

LAND FWI IN THE DELAWARE BASIN, WEST TEXAS: A CASE STUDY ........................................................ 4957Denes Vigh, Gary Murphy, Vanessa Brown

EXTRAPOLATED FULL WAVEFORM INVERSION WITH CONVOLUTIONAL NEURAL NETWORKS.................................................................................................................................................................... 4962

Hongyu Sun, Laurent Demanet

PRE-STACK INVERSION USING A PHYSICS-GUIDED CONVOLUTIONAL NEURAL NETWORK...................................................................................................................................................................... 4967

Reetam Biswas, Tapan Mukerji, Vishal Das

FIRST-BREAK AUTOMATIC PICKING WITH FULLY CONVOLUTIONAL NETWORKS AND TRANSFER LEARNING ............................................................................................................................................... 4972

Sanyi Yuan, Tao Xie, Wenjing Sang, Xuming Jiao, Yue Zhao

COHERENT NOISE ATTENUATION USING MACHINE LEARNING TECHNIQUES FOR LAND SEISMIC PROCESSING ............................................................................................................................................... 4977

Charles C. Mosher, Chengbo Li, Hui Chen, Yu Zhang

END-TO-END DEEP NEURAL NETWORK FOR SEISMIC INVERSION ............................................................ 4982Adam Halpert, Bruce Power, Dimitri Bevc, Ellen Xu, Jim Disiena, Ke Wang, Konstantin Osypov, Laura Bandura, Shuxing Cheng

TRANSFORMING THE SUBSURFACE DATA AND APPLICATION LANDSCAPE WITH THE OPEN SUBSURFACE DATA UNIVERSE FORUM ................................................................................................... 4987

Johan Krebbers, Phillip Jong

MACHINE LEARNING: A DEEP LEARNING APPROACH FOR SEISMIC STRUCTURAL EVALUATION ................................................................................................................................................................ 4990

Agustin Diz, Carlos Cobos, German Larrazabal, Pablo Guillen-Rondon

3D SEISMIC FACIES CLASSIFICATION USING CONVOLUTIONAL NEURAL NETWORK AND SEMI-SUPERVISED GENERATIVE ADVERSARIAL NETWORK ............................................................. 4995

Michael Jervis, Mingliang Liu, Philippe Nivlet

3D WAVE-EQUATION DISPERSION INVERSION OF SURFACE WAVES RECORDED ON IRREGULAR TOPOGRAPHY ..................................................................................................................................... 5000

Gerard Schuster, Jing Li, Zhaolun Liu

ROBUST SURFACE-WAVE FULL-WAVEFORM INVERSION ............................................................................. 5005Dmitry Borisov, Frederik J. Simons, Fuchun Gao, Jeroen Tromp

THE HIGH-SPEED INVERSION OF RAYLEIGH WAVE AND ITS APPLICATION ANALYSIS..................... 5010Lin Tengfei, Yan Yuefeng, Sun Chengyu

RETRIEVING LOVE WAVE DISPERSION CURVES FROM 3C AMBIENT NOISE DATA USING SPATIAL AUTOCORRELATION (SPAC) METHOD............................................................................................... 5015

Koichi Hayashi, Recep Cakir

FROM MULTICHANNEL ANALYSIS TO WAVEFORM INVERSION OF SHALLOW-SEISMIC SURFACE WAVES......................................................................................................................................................... 5020

Lingli Gao, Thomas Bohlen, Yudi Pan

RAYLEIGH WAVE INVERSION BASED ON DIFFERENTIAL EVOLUTION SIMULATED ANNEALING METHOD................................................................................................................................................ 5025

Yaojun Wang, Yu Jia

SURFACE WAVE ANALYSIS SENSITIVITY TO A-PRIORI INFORMATION ASSUMPTIONS...................... 5030Anthony M. Hoch, Julian Ivanov, Richard D. Miller, Sarah Morton, Shelby L. Peterie

SELECTIVE-WINDOW PROCESSING FOR OPTIMIZED SURFACE WAVE IMAGING OF PASSIVE DATA .............................................................................................................................................................. 5035

Julian Ivanov, Richard D. Miller, Sarah L. Morton

GENERALIZED RYTOV APPROXIMATION AND ITS APPLICATION IN FINITE-FREQUENCY TOMOGRAPHY ................................................................................................................................... 5040

Bo Feng, Huazhong Wang, Ru-Shan Wu, Wenjun Xu

AN EXACT IMAGING TECHNIQUE FOR THE ACOUSTIC INVERSE SCATTERING PROBLEM ....................................................................................................................................................................... 5045

Aaron Prunty, Roel Snieder

IMAGING, FOCUSING, AND INVERSION WITH THE LINEAR SAMPLING METHOD ................................ 5050Aaron Prunty, Roel Snieder

CURVILINEAR FINITE-DIFFERENCE METHOD FOR WAVEFIELD PROPAGATION WITH SURFACE TOPOGRAPHY ........................................................................................................................................... 5055

Denes Vigh, Kun Jiao, Wei Dai, Xin Cheng, Zhen Xu

IDENTIFICATION AND FOCUSING OF EDGE DIFFRACTIONS WITH WAVEFRONT ATTRIBUTES ................................................................................................................................................................. 5060

Boris Kashtan, Dirk Gajewski, Pavel Znak

TAMING THE DIVERGENT TERMS IN THE SCATTERING SERIES OF BORN BY RENORMALIZATION .................................................................................................................................................. 5065

Morten Jakobsen, Ru-Shan Wuy, Xingguo Huang

BLOCK-KRYLOV METHODS FOR MULTI-DIMENSIONAL DECONVOLUTION .......................................... 5070Aayush Garg, Nick Luiken

DYNAMIC PHOTOELASTICITY STUDY OF THE KRAUKLIS WAVE: THE EFFECTS OF FLUID VISCOSITY AND FRACTURE GEOMETRY ............................................................................................... 5075

Ezequiel Medici, Haitao Cao, Roohollah Askari

3D RECEIVER-DOMAIN FULL TRAVELTIME INVERSION ............................................................................... 5080Lu Liu, Yi Luo

PROCEDURAL STRATEGIES FOR DEPTH-MIGRATION VELOCITY ANALYSIS BY IMAGE-WAVE PROPAGATION IN COMMON-IMAGE GATHERS ................................................................................... 5085

Amelia Novais, Jorg Schleicher, Peter A. P. Machado

A MODIFIED DIFFERENTIAL SEMBLANCE OPTIMIZATION WITH QUANTITATIVE TRUE-AMPLITUDE ONE-WAY WAVE EQUATION .......................................................................................................... 5090

Yang Liu, Yuzhao Lin, Zhennan Yu

WEMVA BASED ON SOURCE TO IMAGE POINT OFFSETS............................................................................... 5095Mark Roberts

3D RTM-BASED WAVE PATH TOMOGRAPHY: WORKFLOW AND APPLICATION .................................... 5100Harry Rynja, Nigel Mitchell, Sijmen Gerritsen, Tadas Krupovnickas

SEPARATION OF SCALES IN FWI AND RFWI: THE FIRST FRESNEL ZONE SEEN FROM AN ANGLE............................................................................................................................................................................. 5105

Daniel Ortiz-Rubio, François Audebert

MACHINE LEARNING ALGORITHMS FOR AUTOMATIC VELOCITY PICKING: K-MEANS VS. DBSCAN.................................................................................................................................................................... 5110

Saleh Al-Zahrani, Sherif M. Hanafy, Umair Bin Waheed

JOINT MIGRATION INVERSION CONTINUOUS EQUATIONS AND DISCRETIZED SOLUTION VIA MULTIPARAMETER GAUSS-NEWTON METHOD.................................................................. 5115

C. A. M. Assis, H. B. Santos, J. Schleicher, T. Bohlen, Y. Pan

DATA-DOMAIN REFLECTION TOMOGRAPHY FOR INITIAL VELOCITY MODEL BUILDING USING CHALLENGING 3D SEISMIC DATA....................................................................................... 5120

Andrey Bakulin, Dmitry Neklyudov, Kirill Gadylshin, Maxim Protasov

PRE-STACK DEPTH MIGRATION VELOCITY MODELING OF LOW-AMPLITUDE STRUCTURE IN MATOUYING AREA....................................................................................................................... 5125

Peng Wang, Shuhai Qie, Xiaowei Wang, Yongfeng Zhang, Yundong Yong

VELOCITY MODEL BUILDING USING BASIN MODELING AND ROCK PHYSICS, WITH EXAMPLES FROM CAMPECHE DEEP-WATER GULF OF MEXICO ................................................................ 5130

Jianchun Dai, Simone Salazar, Thorsten Joppen

MULTI-INFORMATION CONSTRAINED MODEL-BASED TOMOGRAPHIC INVERSION IN COMPLEX STRUCTURE IMAGING: CASE STUDY FROM QAIDAM BASIN, WESTERN CHINA.............................................................................................................................................................................. 5135

Fei Li, Jing Wang, Shuhua Hu, Weiming Liu, Xinyuan Feng

DANGEROUS GROUNDS TO FOLDS AND THRUSTS: A CASE STUDY ON BROADBAND IMAGING FOR THE LARGEST EXPLORATION SURVEY IN ASIA .................................................................. 5140

Artem Sazykin, Ching Tu, David Barlass, Gavin Menzel-Jones, Michelle Tham, Natalie Adelman, Olga Zdraveva, Paul Miller, Rupam Chakraborty

PRIOR VELOCITY MODELING AND UNCERTAINTY ANALYSIS WITH BASIN MODELING AND ROCK PHYSICS CONSTRAINTS ...................................................................................................................... 5144

Anshuman Pradhan, Biondo Biondi, Huy Le, Nader C. Dutta, Tapan Mukerji

THE BENEFIT OF TILTED ORTHORHOMBIC IMAGING ON A FAZ DATASET IN THE CENTRAL GULF OF MEXICO ................................................................................................................................... 5149

Dhananjay Tiwari, Li Li, Xinyi Sun, Zhiqiang Guo

A REVISED SLOPE TOMOGRAPHY PRECONDITIONED BY AN IMAGE GUIDED SMOOTHING FILTER: A REAL CASE STUDY ....................................................................................................... 5154

Dong Xue, Feng-Yuan Xing, Kai Yang

GAUSSIAN-PACKET BASED SLOPE TOMOGRAPHY ASSISTED BY DEMIGRATION TO COMMON RECEIVER GATHER................................................................................................................................ 5159

Hui Li, Kai Yang, Tao Shu

LOW-WAVENUMBER COMPENSATED, TRUE-AMPLITUDE ANGLE DOMAIN DIFFERENTIAL SEMBLANCE OPTIMIZATION.................................................................................................... 5164

Yang Liu, Yuzhao Lin, Zhennan Yu

GLOBAL SEARCH STRATEGY FOR COHERENCE-BASED SEISMIC PROBLEMS....................................... 5169Feodor Pisnitchenko, Momoe Sakamori

TOWARDS AUTOMATICALLY BUILDING STARTING MODELS FOR FULL-WAVEFORM INVERSION USING GLOBAL OPTIMIZATION METHODS: A PSO APPROACH VIA DEAP + DEVITO ........................................................................................................................................................................... 5174

Navjot Kukreja, Oscar F. Mojica

IMPROVING STRUCTURAL-INFORMATION RECOVERY IN JOINT MIGRATION INVERSION USING AN IMAGE-BASED REGULARIZATION ............................................................................. 5179

C. A. M. Assis, J. Schleicher

A GRIDDED GEOBODY VISUALIZATION AND EDITING PLATFORM FOR VELOCITY SCENARIO TESTING ................................................................................................................................................... 5184

Chen Chen, Ken H. Matson, Yi Yang

FULL-AZIMUTH AND LONGER-OFFSETS ACQUISITION: LEVERAGE ON TIME PROCESSING AND DEPTH VELOCITY MODELING (SALT PROXIMITY - THROUGH SALT TOMOGRAPHY), IN THE CENTRAL GULF OF MEXICO .................................................................................... 5189

Anastasia Pavlovskaya, Houssam Ghafour, Jarrod Hutson, Jason Gardner, Soumya Deep Das, Stephen Alwon, Ted Standley

A HIGH PRECISION TIME-DEPTH CONVERSION METHOD WITH STRUCTURE CONSTRAINTS IN THE COMPLEX STRUCTURE AREAS: A CASE STUDY FROM BOHAI BAY, CHINA ................................................................................................................................................................... 5194

Jialin Sun, Jiangfeng Zheng, Shengqiang Zhang, Zongyu Zhen

ANISOTROPIC SLOPE-TOMOGRAPHY IN VTI MEDIA PRECONDITIONED BY AN IMAGE GUIDED SMOOTHING FILTER ................................................................................................................................. 5199

Dong Xue, Wei-Wei Gu

ON THE JOINT INVERSION STRATEGY OF ANISOTROPIC PARAMETERS WITH A 2D VTI QUASI-ACOUSTIC EIKONAL EQUATION BASED STEREOTOMOGRAPHY ................................................. 5204

Kai Yang, Xiao Wang

MODELING OF SHEAR WAVE VELOCITY IN A HIGHLY HETEROGENEOUS RESERVOIR BY CLASSIFICATION AND REGRESSION TECHNIQUES................................................................................... 5209

Qamar Yasin, Qizhen Du

THE EFFECT OF DEGHOSTING ON THE 4D RESPONSE: USAN FIELD, NIGERIA ...................................... 5214Charles Ugwueze, Dez Chu, Essiet E. Assiak, Paula Ukerun, Piero Agnisola

CENTRAL-DIFFERENCE TIME-LAPSE 4D SEISMIC FULL WAVEFORM INVERSION ............................... 5219David Lumley, Wei Zhou

4D USING VARIABLE DEPTH STREAMER AND MULTI-SENSORS STREAMER ACQUISITION: IS THIS CONFIGURATION ACCEPTABLE? .............................................................................. 5224

Celso Gomes, Emerson Jungo, Kacem Chikh, Patrick Charron, Sergio Tchikanha

HOW TO COMBINE SINGLE HYDROPHONE STREAMERS WITH MULTI-COMPONENT STREAMERS IN A 4D CONTEXT: AN OFFSHORE WEST AFRICA CASE STUDY ......................................... 5229

Bertarini M., Cimitan A., Colombi N., Franco I., D. Lecerf, Marchesini M., Milluzzo V., Rizzetto C., Webb B.

PERFORMANCE OF A HYBRID SEISMIC MONITORING SYSTEM WITH BURIED RECEIVERS FOR AN ONSHORE CARBONATE RESERVOIR: CURRENT STATUS AND WAY FORWARD ...................................................................................................................................................................... 5234

Andrey Bakulin, Michael Jervis, Robert Smith

TIME-LAPSE FULL WAVEFORM INVERSION PLUS EXTENDED KALMAN FILTER FOR HIGH-RESOLUTION SEISMIC MODELS AND UNCERTAINTY ESTIMATION .............................................. 5239

Chao Huang, Tieyuan Zhu

MATCHING OF 4D SEISMIC DATA: SPECTRUM BALANCING VS CONVENTIONAL LEAST SQUARES FILTERS ...................................................................................................................................................... 5245

Maria Tatanova, P. J. Hatchell

FROM FEASIBILITY TO RESERVOIR CHARACTERIZATION: A FULLY INTEGRATED 4D SEISMIC APPROACH FOR RESERVOIR MANAGEMENT—A CASE STUDY IN THE WESTERN AFRICAN OFFSHORE ............................................................................................................................. 5250

D. Lecerf, Reiser C, Webb B

A REDUCED-ORDER BASIS APPROACH FOR CO2 MONITORING FROM SPARSE TIME-LAPSE SEISMIC DATA ................................................................................................................................................ 5255

Badr W. Al-Rumaih, Jerry M. Harris

INVERSION OF 4D SEISMIC DATA FOR PRODUCTION FACIES...................................................................... 5260Jeremy Gallop

EXTRACT 4D SIGNAL FROM TWO STREAMER SURVEYS WITH VERY DIFFERENT ACQUISITION GEOMETRY BY LEAST-SQUARES MIGRATION OVER PYRENEES FIELDS .................... 5265

Angus Goody, Guy Duncan, Jun Cai, Kon Kostas

TIME-LAPSE IMAGING WITH JOINT LEAST-SQUARES MIGRATION .......................................................... 5270Fons Ten Kroode, Kaijian Liu, Xuefeng Shang

SEISMIC EVIDENCE FOR TRANSIENT ELASTIC BRACING IN MICROBUBBLE WATER AND CO2 INJECTION ZONES .............................................................................................................................................. 5275

A. Kato, D. C. Lawton, K. A. Innanen, M. Bertram, R. Nakata

FAST-TURNAROUND OBS TIME-LAPSE PROCESSING ENABLED BY UP/DOWN DECONVOLUTION: A NORTH SEA CASE STUDY ................................................................................................ 5280

Knut Richard Straith, Per-Eivind Dhelie, Richard Ford, Vidar Danielsen

MATURING 4D DAS VSP FOR ON-DEMAND SEISMIC MONITORING IN DEEPWATER ............................ 5285Denis Kiyashchenko, Duane Johnson, Jorge Lopez

4D MULTIPARAMETER ADAPTIVE METROPOLIS HASTINGS INVERSION ................................................ 5290Gregory Ely, Maria Kotsi

REMAINING OIL THICKNESS INVERSION OF TIME-LAPSE SEISMIC DATA IN WATER FLOODING RESERVOIR ............................................................................................................................................. 5295

Guangyi Hu, Huilai Zhang, Nan Tian, Tingen Fan, Xianwen Zhang, Zongjun Wang

ROCK PHYSICS TEMPLATES MODELING FOR TIME-LAPSE SEISMIC ANALYSIS OF RESERVOIR M1 IN MOREMI FIELD, OFFSHORE NIGER DELTA BASIN. ..................................................... 5300

Ahmad Adeniji, Anuoluwa Osinaike, John Onayemi

TIME-LAPSE SEISMIC INVERSION FOR RESERVOIR CHANGES IN THE NORNE FIELD, NORTH SEA.................................................................................................................................................................... 5305

Ayodeji Babalola

UNDERSTANDING CABLE COUPLING ARTIFACTS IN WIRELINE-DEPLOYED DAS VSP DATA................................................................................................................................................................................ 5310

Andreas Ellmauthaler, Mark E. Willis, William Palacios, Xiang Wu

SALT/SEDIMENT PROXIMITY TO DELINEATE SALT BOUNDARIES WITH P AND PS WAVES USING SEISMIC WHILE DRILLING IN THE GULF OF MEXICO....................................................... 5315

K. Matson, T. Chen, Y. Li

SEISMIC WHILE DRILLING USING A LARGE-APERTURE OCEAN BOTTOM ARRAY.............................. 5320Alex Goertz, Endre Vange Bergfjord, Flavio Poletto, John Even Lindgård

JOINT IMAGING WITH PRIMARIES AND MULTIPLES OF VSP DATA BY GRT MIGRATION ................. 5325Quan Liang, Wuqun Li

TRANSMITTED PS WAVES TO DISCRIMINATE FRACTURE ANISOTROPY FROM STRUCTURAL EFFECTS ON AZIMUTHAL VSP (AZVSP) SIGNATURES......................................................... 5330

Ali Sayed, Dhananjay Kumar, Robert Stewart

ESTIMATION OF Q IN THE PRESENCE OF FULL WAVEFORM SCATTERING EFFECTS IN VSP DATA ....................................................................................................................................................................... 5335

David Lumley, Gary Hampson, Kurt Nihei, Nori Nakata, Rie Nakata

SIMULTANEOUS ACCELEROMETER AND OPTICAL FIBRE MULTI-AZIMUTH WALK-AWAY VSP EXPERIMENT: NEWELL COUNTY, ALBERTA, CANADA ............................................................ 5340

Don C. Lawton, Kevin W. Hall

INTEGRATIONAL ANISOTROPIC EARTH-MODEL BUILDING USING VERTICAL AND HORIZONTAL-VIBRATOR VSP DATA .................................................................................................................... 5345

Ali Sayed, Jinming Zhu, Shujaat Ali

CHANNEL DECIMATION AND IMPACT ON DAS VSP DATA PROCESSING .................................................. 5350Dan Quinn, Dongjie Cheng, Mark Willis, Minyu Zhang, Ran Zhou, Xiaomin Zhao

DELINEATING SALT BOUNDARIES USING 3D DAS-VSP ACQUIRED INSIDE SALT IN THE GULF OF MEXICO........................................................................................................................................................ 5355

D. Johnson, Y. Li

MACHINE LEARNING-ASSISTED SEISMIC INTERPRETATION WITH GEOLOGIC CONSTRAINTS .............................................................................................................................................................. 5360

Aria Abubakar, Cen Li, Haibin Di, Stewart Smith

DEEP LEARNING-BASED EM INVERSION FOR RESERVOIR MONITORING ............................................... 5365Daniele Colombo, Ernesto Sandoval-Curiel, Weichang Li

A PRELIMINARY LOOK AT JOINT PP-PS-SS INVERSION IN NATIVE TIME DOMAIN .............................. 5370Benjamin Roure, Brian Russell

FROM DATA DENSITY TO DENSITY OF ROCKS ................................................................................................. 5375D. M. D. Davies, I. Pawelec, J. Etgen, L. Smith, M. Ball, P. Jilek, P. Tillotson, S. Wolfarth

FOCAL-TIME ESTIMATION: A NEW METHOD FOR STRATIGRAPHIC DEPTH CONTROL OF INDUCED SEISMICITY ......................................................................................................................................... 5376

Andrew Poulin, David W. Eaton, Don Lawton, Larry Lines, Nadine Igonin, Ronald Weir

ADDRESSING SOME ARTIFACTS IN PP-PS REGISTRATION PRIOR TO PERFORMING JOINT IMPEDANCE INVERSION .............................................................................................................................. 5377

Ritesh Kumar Sharma, Satinder Chopra

VS IMAGING FROM AMBIENT NOISE RAYLEIGH WAVE TOMOGRAPHY FOR OIL EXPLORATION IN NEVADA, USA ............................................................................................................................ 5382

A. Boué, A. Mordret, C. Gradon, D. Hollis, F. Brenguier, M. Chmiel, N. Arndt, P. Boué, R. Courbis, R. Lynch, S. Beauprêtre, T. Lecocq

MONITORING OF FIELDS USING BODY AND SURFACE WAVES RECONSTRUCTED FROM PASSIVE SEISMIC AMBIENT NOISE ....................................................................................................................... 5386

Aurélien Mordret, Dan Hollis, Florent Brenguier, Malgorzata Chmiel, Pierre Boué, Richard Lynch, Shujuan Mao, Sophie Postif, Thomas Lecocq, Tomoya Takano, Wim Van Der Veen, Xander Campbell

PASSIVE SEISMIC AMBIENT NOISE SURFACE WAVE TOMOGRAPHY APPLIED TO TWO EXPLORATION TARGETS IN ONTARIO, CANADA ............................................................................................. 5390

And Dan Chisolm, Aurélien Mordret, Dan Hollis, Florent Brenguier, Frank Santaguida, John McBride, Nick Arndt, Pierre Boué, Richard Lynch, Sophie Beaupretre

EARTHQUAKE-BASED PASSIVE SEISMIC EXPLORATION TECHNIQUES ................................................... 5393A. Lois, D. Draganov, K. Polychronopoulou, N. Martakis, S. Calassou

IMAGING SUBSURFACE SCATTERERS ACROSS A DENSE GEOPHONE ARRAY IN LONG BEACH USING NOISE CROSSCORRELATION AND NATURAL INVERSION................................................. 5398

Abdullah Altheyab, Fan-Chi Lin, G. T. Schuster

NEAR-SURFACE S-WAVE VELOCITY ESTIMATION USING AMBIENT NOISE FROM FIBER-OPTIC ACQUISITION .................................................................................................................................................. 5403

Mamdoh Alajami, Tariq Alkhalifah, Zhen-Dong Zhang

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89th Society of Exploration Geophysicists International ...

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