THE 6TH ICOICT CONFERENCE 2018 - RP2U Unsyiah

12/23/2020 ICoICT 2018 | The 6th International Conference on Information and Communication Technology 2018 – ICoICT 2018

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THE 6TH ICOICT CONFERENCE2018

Bandung, Indonesia. 3-4 May 2018

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ICOICT 2018The 6th International Conference on Information andCommunication Technology

ICoICT was initiated and organized by Telkom University since year 2013, aiming to present the most recent and innovations inall aspects of ICT.

It is our great pleasure to announce that the 6th International Conference on Information and Communication Technology(ICoICT 2018) will be held in Bandung, Indonesia on May 3 – 4, 2018. The conference o�ers a good opportunity to enhanceinternational academic exchange on ICT related topics and to provide a platform for researchers to discuss new problems andsolutions.

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2018 6th International Conference on Information and Communication Technology (ICoICT) DOI: 10.1109/ICoICT43575.2018

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Steering CommitteePublication Year: 2018, Page(s): 1 - 2

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Toward Full Enterprise Software Support on nDPIGregorius Aldo Radityatama ; Charles Lim ; Heru Purnomo IpungPublication Year: 2018, Page(s): 1 - 6

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Information andCommunicationTechnology (ICoICT),2018 6th InternationalConference on

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Toward Full Enterprise Software Support on nDPIGregorius Aldo Radityatama ; Charles Lim ; Heru Purnomo Ipung2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

A Multi-Label Classification on Topics of Quranic Verses inEnglish Translation Using Tree Augmented Naïve BayesAl Mira Khonsa Izzaty ; Mohamad Syahrul Mubarok ; Nanang SaifulHuda ; AdiwijayaPublication Year: 2018, Page(s): 103 - 106

Abstract (720 Kb)

A Multi-Label Classification on Topics of QuranicVerses in English Translation Using Tree AugmentedNaïve BayesAl Mira Khonsa Izzaty ; Mohamad Syahrul Mubarok ; NanangSaiful Huda ; Adiwijaya2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Travel Route Optimization Using Dynamic ProgrammingYoe One Ariestya Niovitta ; Riyanarto SarnoPublication Year: 2018, Page(s): 107 - 112

Abstract (758 Kb)

Travel Route Optimization Using DynamicProgrammingYoe One Ariestya Niovitta ; Riyanarto Sarno2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Route Recommendation Using Community Detection Algorithm(Case: Kota Bandung)Yahya Peranginangin ; Andrias Andi ; Kristina SisiliaPublication Year: 2018, Page(s): 113 - 118

Abstract (982 Kb)

Route Recommendation Using Community DetectionAlgorithm (Case: Kota Bandung)Yahya Peranginangin ; Andrias Andi ; Kristina Sisilia2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Improving Node Popularity Calculation Using Kalman Filter inOpportunistic Mobile Social NetworksBambang SoelistijantoPublication Year: 2018, Page(s): 119 - 124

Abstract (297 Kb)

Improving Node Popularity Calculation Using KalmanFilter in Opportunistic Mobile Social NetworksBambang Soelistijanto2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Collision-Aware Rate Adaptation Algorithm for High-ThroughputIEEE 802.11n WLANs

















































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Fajari Arief Setia ; Teuku Yuliar Arif ; Rizal MunadiPublication Year: 2018, Page(s): 12 - 17

Abstract (766 Kb)

Collision-Aware Rate Adaptation Algorithm for High-Throughput IEEE 802.11n WLANsFajari Arief Setia ; Teuku Yuliar Arif ; Rizal Munadi2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Increasing Students Interaction in Distance Education UsingGamificationMhd. Rizky Ferianda ; Anisa Herdiani ; Indra Lukmana SardiPublication Year: 2018, Page(s): 125 - 129

Abstract (745 Kb)

Increasing Students Interaction in Distance EducationUsing GamificationMhd. Rizky Ferianda ; Anisa Herdiani ; Indra Lukmana Sardi2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

The Effectiveness of Low-Level Structure-Based ApproachToward Source Code Plagiarism Level TaxonomyOscar Karnalim ; Setia BudiPublication Year: 2018, Page(s): 130 - 134

Abstract (177 Kb)

The Effectiveness of Low-Level Structure-BasedApproach Toward Source Code Plagiarism LevelTaxonomyOscar Karnalim ; Setia Budi2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Link Failure Emulation with Dijkstra and Bellman-Ford Algorithmin Software Defined Network Architecture (Case Study: TelkomUniversity Topology)Anggie Nastiti ; Andrian Rakhmatsyah ; Muhammad Arief NugrohoPublication Year: 2018, Page(s): 135 - 140

Abstract (465 Kb)

Link Failure Emulation with Dijkstra and Bellman-FordAlgorithm in Software Defined Network Architecture(Case Study: Telkom University Topology)Anggie Nastiti ; Andrian Rakhmatsyah ; Muhammad Arief Nugroho2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Finding Pattern in Dynamic Network AnalysisAndry Alamsyah ; Made Kevin Bratawisnu ; Puput Hari SanjaniPublication Year: 2018, Page(s): 141 - 146Cited by: Papers (4)

Abstract (636 Kb)

Finding Pattern in Dynamic Network AnalysisAndry Alamsyah ; Made Kevin Bratawisnu ; Puput Hari Sanjani2018 6th International Conference on Information andCommunication Technology (ICoICT)














































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Year: 2018

A Lightweight Semantic-Based Medical Document RetrievalDhomas Hatta Fudholi ; Lalu MutawalliPublication Year: 2018, Page(s): 147 - 151

Abstract (508 Kb)

A Lightweight Semantic-Based Medical DocumentRetrievalDhomas Hatta Fudholi ; Lalu Mutawalli2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Context-Aware Ontological Hybrid Recommender System ForIPTVMohammad Wahiduzzaman Khan ; Gaik-Yee Chain ; Fang-FangChua ; Su-Cheng Haw ; Muhsin Hassan ; Fatimah Almah SaaidPublication Year: 2018, Page(s): 152 - 157

Abstract (872 Kb)

Context-Aware Ontological Hybrid RecommenderSystem For IPTVMohammad Wahiduzzaman Khan ; Gaik-Yee Chain ; Fang-FangChua ; Su-Cheng Haw ; Muhsin Hassan ; Fatimah Almah Saaid2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Tokenization and N-Gram for Indexing Indonesian Translation ofthe QuranSyopiansyah Jaya Putra ; Muhamad Nur Gunawan ; Agung SuryatnoPublication Year: 2018, Page(s): 158 - 161

Abstract (599 Kb)

Tokenization and N-Gram for Indexing IndonesianTranslation of the QuranSyopiansyah Jaya Putra ; Muhamad Nur Gunawan ; AgungSuryatno2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

News Topic Classification Using Mutual Information andBayesian NetworkFahmi Salman Nurfikri ; Mohamad Syahrul Mubarok ; AdiwijayaPublication Year: 2018, Page(s): 162 - 166Cited by: Papers (3)

Abstract (226 Kb)

News Topic Classification Using Mutual Informationand Bayesian NetworkFahmi Salman Nurfikri ; Mohamad Syahrul Mubarok ; Adiwijaya2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Analyzing Factors Influencing Continuance Intention of E-Payment Adoption Using Modified UTAUT 2 ModelIndrawati ; Dianty Anggraini PutriPublication Year: 2018, Page(s): 167 - 173Cited by: Papers (3)

























































Abstract (875 Kb)

Analyzing Factors Influencing Continuance Intentionof E-Payment Adoption Using Modified UTAUT 2ModelIndrawati ; Dianty Anggraini Putri2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

High Performance Streaming Based on H264 and Real TimeMessaging Protocol (RTMP)Anif Nurrohman ; Maman AbdurohmanPublication Year: 2018, Page(s): 174 - 177

Abstract (892 Kb)

High Performance Streaming Based on H264 andReal Time Messaging Protocol (RTMP)Anif Nurrohman ; Maman Abdurohman2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

An Android Application for Predicting Traffic Congestion UsingPolling MethodNuzulul Aulia Perdana Putra ; Kemas M. Lhaksmana ; Bambang AriWahyudiPublication Year: 2018, Page(s): 178 - 183

Abstract (308 Kb)

An Android Application for Predicting TrafficCongestion Using Polling MethodNuzulul Aulia Perdana Putra ; Kemas M. Lhaksmana ; BambangAri Wahyudi2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

An Architecture for M2M Communications Over CellularNetworks Using Clustering and Hybrid TDMA-NOMAAnthonya Barsha Rozario ; Md. Farhad HossainPublication Year: 2018, Page(s): 18 - 23Cited by: Papers (4)

Abstract (358 Kb)

An Architecture for M2M Communications OverCellular Networks Using Clustering and Hybrid TDMA-NOMAAnthonya Barsha Rozario ; Md. Farhad Hossain2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Design and Implementation of Smart Bath Water Heater UsingArduinoMuhammad Dio Khairunnas ; Endro Ariyanto ; Sidik PrabowoPublication Year: 2018, Page(s): 184 - 188

Abstract (1270 Kb)

Design and Implementation of Smart Bath WaterHeater Using ArduinoMuhammad Dio Khairunnas ; Endro Ariyanto ; Sidik Prabowo
















































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2.4 GHz Wireless Data Acquisition System for FIToplankton ROVMuhammad Ikhsan Sani ; Simon Siregar ; Marlindia Ike Sari ; LisaMardianaPublication Year: 2018, Page(s): 189 - 193Cited by: Papers (1)

Abstract (1557 Kb)

2.4 GHz Wireless Data Acquisition System forFIToplankton ROVMuhammad Ikhsan Sani ; Simon Siregar ; Marlindia Ike Sari ; LisaMardiana2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Person Locator Using GPS Module and GSM Shield Applied forChildren ProtectionFahmi Fahmi ; Baihaqi Siregar ; Svlvi Evelvn ; Dani Gunawan ; UlfiAndayaniPublication Year: 2018, Page(s): 194 - 198Cited by: Papers (2)

Abstract (350 Kb)

Person Locator Using GPS Module and GSM ShieldApplied for Children ProtectionFahmi Fahmi ; Baihaqi Siregar ; Svlvi Evelvn ; Dani Gunawan ; UlfiAndayani2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Android Application for Controlling Air Conditioner Using FuzzyLogicAndhika Cahya Pratama ; Riyanarto SarnoPublication Year: 2018, Page(s): 199 - 204Cited by: Papers (1)

Abstract (671 Kb)

Android Application for Controlling Air ConditionerUsing Fuzzy LogicAndhika Cahya Pratama ; Riyanarto Sarno2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Connectivity Control Algorithm for Autonomous Wireless AgentsSyifa Mutiara HersistaPublication Year: 2018, Page(s): 205 - 210

Abstract (208 Kb)

Connectivity Control Algorithm for AutonomousWireless AgentsSyifa Mutiara Hersista2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018


















































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A Capacitive Model of Water Salinity Wireless Sensor SystemBased on WIFI-MicrocontrollerSuryono Suryono ; Widowati Widowati ; Sapto Purnomo Putro ;Sunarno SunarnoPublication Year: 2018, Page(s): 211 - 215Cited by: Papers (1)

Abstract (594 Kb)

A Capacitive Model of Water Salinity Wireless SensorSystem Based on WIFI-MicrocontrollerSuryono Suryono ; Widowati Widowati ; Sapto Purnomo Putro ;Sunarno Sunarno2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Development of Qibla Direction Cane for Blind Using InteractiveVoice CommandAsmianti Asrin ; Gita Indah Hapsari ; Giva Andriana MutiaraPublication Year: 2018, Page(s): 216 - 221Cited by: Papers (1)

Abstract (542 Kb)


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Development of Qibla Direction Cane for Blind UsingInteractive Voice CommandAsmianti Asrin ; Gita Indah Hapsari ; Giva Andriana Mutiara2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Equal-Cost Multipath Routing in Data Center Network Based onSoftware Defined NetworkFiqih Rhamdani ; Novian Anggis Suwastika ; Muhammad AriefNugrohoPublication Year: 2018, Page(s): 222 - 226Cited by: Papers (1)

Abstract (398 Kb)

Equal-Cost Multipath Routing in Data Center NetworkBased on Software Defined NetworkFiqih Rhamdani ; Novian Anggis Suwastika ; Muhammad AriefNugroho2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

A Framework of Wireless Maintenance System Monitoring: ACase Study of an Automatic Filling Machine at SB CompanyFransiskus Tatas Dwi Atmaji ; Judi AlhilmanPublication Year: 2018, Page(s): 227 - 232

Abstract (267 Kb)

A Framework of Wireless Maintenance SystemMonitoring: A Case Study of an Automatic FillingMachine at SB CompanyFransiskus Tatas Dwi Atmaji ; Judi Alhilman2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Automation Canal Intake Control System Using Fuzzy Logic andInternet of Things (IoT)Radityo Putro Wibisono ; Novian Anggis Suwastika ; Sidik Prabowo ;Tri Djoko SantosoPublication Year: 2018, Page(s): 233 - 238

Abstract (3160 Kb)

Automation Canal Intake Control System Using FuzzyLogic and Internet of Things (IoT)Radityo Putro Wibisono ; Novian Anggis Suwastika ; SidikPrabowo ; Tri Djoko Santoso2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Fast UART and SPI Protocol for Scalable IoT PlatformRizka Reza Pahlevi ; Aji Gautama Putrada S. ; Maman AbdurohmanPublication Year: 2018, Page(s): 239 - 244

Abstract (269 Kb)

Fast UART and SPI Protocol for Scalable IoT PlatformRizka Reza Pahlevi ; Aji Gautama Putrada S. ; MamanAbdurohman2018 6th International Conference on Information andCommunication Technology (ICoICT)





















































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Year: 2018

Implementation of Vehicle Traffic Analysis Using BackgroundSubtraction in the Internet of Things (IoT) ArchitectureAghus Sofwan ; Fuad Ashabus Surur ; M. Arfan ; Eko Handoyo ; A.S.Yosua Alvin ; Maman Somantri ; W.S. EndaPublication Year: 2018, Page(s): 24 - 27Cited by: Papers (3)

Abstract (416 Kb)

Implementation of Vehicle Traffic Analysis UsingBackground Subtraction in the Internet of Things (IoT)ArchitectureAghus Sofwan ; Fuad Ashabus Surur ; M. Arfan ; Eko Handoyo ;A.S. Yosua Alvin ; Maman Somantri ; W.S. Enda2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Verifying Vaccine Supply Chain System in Indonesia UsingLinear-Time Temporal LogicMuhammad Fikri Suyudi Wikatama ; Muhammad Arzaki ; YantiRusmawatiPublication Year: 2018, Page(s): 245 - 253

Abstract (418 Kb)

Verifying Vaccine Supply Chain System in IndonesiaUsing Linear-Time Temporal LogicMuhammad Fikri Suyudi Wikatama ; Muhammad Arzaki ; YantiRusmawati2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Dynamic Large Scale Data on Twitter Using Sentiment Analysisand Topic ModelingAndry Alamsyah ; Wirawan Rizkika ; Ditya Dwi Adhi Nugroho ; FarhanRenaldi ; Siti SaadahPublication Year: 2018, Page(s): 254 - 258Cited by: Papers (2)

Abstract (1064 Kb)

Dynamic Large Scale Data on Twitter UsingSentiment Analysis and Topic ModelingAndry Alamsyah ; Wirawan Rizkika ; Ditya Dwi Adhi Nugroho ;Farhan Renaldi ; Siti Saadah2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Detecting Indonesian Spammer on TwitterErwin B. Setiawan ; Dwi H. Widyantoro ; Kridanto SurendroPublication Year: 2018, Page(s): 259 - 263Cited by: Papers (1)

Abstract (261 Kb)

Detecting Indonesian Spammer on TwitterErwin B. Setiawan ; Dwi H. Widyantoro ; Kridanto Surendro2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018






























































Quranic Concepts Similarity Based on Lexical DatabaseDony Arisandy Wiranata ; Moch. Arif Bijaksana ; Mohamad SyahrulMubarokPublication Year: 2018, Page(s): 264 - 268

Abstract (283 Kb)

Quranic Concepts Similarity Based on LexicalDatabaseDony Arisandy Wiranata ; Moch. Arif Bijaksana ; MohamadSyahrul Mubarok2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Searching Quran Chapters Verses Weight with TF and ParetoPrinciple to Support Memorizing (Case Study Juz ‘Amma)Eko Darwiyanto ; Moch Arif BijaksanaPublication Year: 2018, Page(s): 269 - 273

Abstract (257 Kb)

Searching Quran Chapters Verses Weight with TFand Pareto Principle to Support Memorizing (CaseStudy Juz ‘Amma)Eko Darwiyanto ; Moch Arif Bijaksana2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Strengthening Megrelishvili Protocol Against Man-in-the-MiddleAttackMuhammad ArzakiPublication Year: 2018, Page(s): 274 - 280Cited by: Papers (1)

Abstract (241 Kb)

Strengthening Megrelishvili Protocol Against Man-in-the-Middle AttackMuhammad Arzaki2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

An Evaluation of E-Readiness Cloud Computing Service ModelAdoption on Indonesian Higher EducationFajar Surya G. Soni ; Heru NugrohoPublication Year: 2018, Page(s): 28 - 33

Abstract (370 Kb)

An Evaluation of E-Readiness Cloud ComputingService Model Adoption on Indonesian HigherEducationFajar Surya G. Soni ; Heru Nugroho2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Analysis and Classification of Danger Level in AndroidApplications Using Naive Bayes AlgorithmRidho Alif Utama ; Parman Sukarno ; Erwid Musthofa JadiedPublication Year: 2018, Page(s): 281 - 285

Abstract (149 Kb)

Analysis and Classification of Danger Level in AndroidApplications Using Naive Bayes Algorithm















































Ridho Alif Utama ; Parman Sukarno ; Erwid Musthofa Jadied2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

QIM-Based Audio Watermarking with Combined Techniques ofSWT-DST-QR-CPT Using SS-Based SynchronizationGelar Budiman ; Andriyan B. Suksmono ; Donny Danudirdjo ;Syarahbil PawellangPublication Year: 2018, Page(s): 286 - 292Cited by: Papers (4)

Abstract (370 Kb)

QIM-Based Audio Watermarking with CombinedTechniques of SWT-DST-QR-CPT Using SS-BasedSynchronizationGelar Budiman ; Andriyan B. Suksmono ; Donny Danudirdjo ;Syarahbil Pawellang2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Counterexample Generation for Ping-Pong Protocols SecurityChecking AlgorithmErwin Eko Wahyudi ; Reza PulunganPublication Year: 2018, Page(s): 293 - 298

Abstract (293 Kb)

Counterexample Generation for Ping-Pong ProtocolsSecurity Checking AlgorithmErwin Eko Wahyudi ; Reza Pulungan2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Design and Implementation Adaptive Intrusion PreventionSystem (IPS) for Attack Prevention in Software-Defined Network(SDN) ArchitectureRifqi Fauzan Pratama ; Novian Anggis Suwastika ; Muhammad AriefNugrohoPublication Year: 2018, Page(s): 299 - 304

Abstract (357 Kb)

Design and Implementation Adaptive IntrusionPrevention System (IPS) for Attack Prevention inSoftware-Defined Network (SDN) ArchitectureRifqi Fauzan Pratama ; Novian Anggis Suwastika ; MuhammadArief Nugroho2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Mining Customer Opinion for Topic Modeling Purpose: CaseStudy of Ride-Hailing Service ProviderReggia Aldiana Wayasti ; Isti Surjandari ; ZulkamainPublication Year: 2018, Page(s): 305 - 309

Abstract (285 Kb)

Mining Customer Opinion for Topic Modeling Purpose:Case Study of Ride-Hailing Service ProviderReggia Aldiana Wayasti ; Isti Surjandari ; Zulkamain2018 6th International Conference on Information andCommunication Technology (ICoICT)




















































Year: 2018

Development of E-Kanban Application Using Stock-Needs RulePrioritizing Policy to Reduce 0-Ick for PharmaceuticalWarehousingRaihan Razafuad ; Ari Yanuar Ridwan ; Budi SantosaPublication Year: 2018, Page(s): 310 - 318Cited by: Papers (1)

Abstract (700 Kb)

Development of E-Kanban Application Using Stock-Needs Rule Prioritizing Policy to Reduce 0-Ick forPharmaceutical WarehousingRaihan Razafuad ; Ari Yanuar Ridwan ; Budi Santosa2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Study of Wavelet and Line Search Techniques on ModifiedBackpropagation Polak-Ribiere Algorithm for Heart FailureDetectionDinda Karlia Destiani ; Adiwijaya ; Dody Qori UtamaPublication Year: 2018, Page(s): 319 - 323

Abstract (898 Kb)

Study of Wavelet and Line Search Techniques onModified Backpropagation Polak-Ribiere Algorithm forHeart Failure DetectionDinda Karlia Destiani ; Adiwijaya ; Dody Qori Utama2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Rainfall Forecasting in Bandung Regency Using C4.5 AlgorithmJoko Azhari Suyatno ; Fhira Nhita ; Aniq Atiqi RohmawatiPublication Year: 2018, Page(s): 324 - 328Cited by: Papers (3)

Abstract (335 Kb)

Rainfall Forecasting in Bandung Regency Using C4.5AlgorithmJoko Azhari Suyatno ; Fhira Nhita ; Aniq Atiqi Rohmawati2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Mongoloid and Non-Mongoloid Race Classification from FaceImage Using Local Binary Pattern Feature ExtractionsHafidh Fikri Rasyid ; Kurniawan Nur Ramadhani ; Febryanti SthevaniePublication Year: 2018, Page(s): 329 - 332

Abstract (1840 Kb)

Mongoloid and Non-Mongoloid Race Classificationfrom Face Image Using Local Binary Pattern FeatureExtractionsHafidh Fikri Rasyid ; Kurniawan Nur Ramadhani ; FebryantiSthevanie2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Distributed Campus Bike Sharing System Based-on Internet ofThings (IoT)


















































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Fauzan Adhi Rachman ; Aji Gautama Putrada ; Maman AbdurohmanPublication Year: 2018, Page(s): 333 - 336Cited by: Papers (1)

Abstract (544 Kb)

Distributed Campus Bike Sharing System Based-onInternet of Things (IoT)Fauzan Adhi Rachman ; Aji Gautama Putrada ; MamanAbdurohman2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Mapping Walls of Indoor Environment Using Moving RGB-DSensorIsmail ; Bambang Riyanto Trilaksono ; Widyawardana AdiprawitaPublication Year: 2018, Page(s): 337 - 342

Abstract (1514 Kb)

Mapping Walls of Indoor Environment Using MovingRGB-D SensorIsmail ; Bambang Riyanto Trilaksono ; Widyawardana Adiprawita2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

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Throughput Maximization Based on User Association inHeterogeneous NetworksKhalid Sheikhidris ; Mohamad Yusoff Alias ; Mardeni Roslee ;Mohammed Jaber AlamPublication Year: 2018, Page(s): 34 - 37

Abstract (399 Kb)

Throughput Maximization Based on User Associationin Heterogeneous NetworksKhalid Sheikhidris ; Mohamad Yusoff Alias ; Mardeni Roslee ;Mohammed Jaber Alam2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Fatigue Monitoring Based on Yawning and Head MovementKirbana Jai Raman ; Afizan Azman ; Venosha Arumugam ; Siti ZainabIbrahim ; Sumendra Yogarayan ; Mohd Fikri Azli Abdullah ; SitiFatimah Abdul Razak ; Anang Hudaya Muhamad Amin ; KalaiarasiSonaimuthuPublication Year: 2018, Page(s): 343 - 347Cited by: Papers (4)


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Abstract (2250 Kb)

Fatigue Monitoring Based on Yawning and HeadMovementKirbana Jai Raman ; Afizan Azman ; Venosha Arumugam ; SitiZainab Ibrahim ; Sumendra Yogarayan ; Mohd Fikri Azli Abdullah ;Siti Fatimah Abdul Razak ; Anang Hudaya Muhamad Amin ;Kalaiarasi Sonaimuthu2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Enterprise Architecture for the Sensing Enterprise a ResearchFrameworkErda Guslinar Perdana ; Husni S Sastramihardja ; Iping SuprianaSuwardiPublication Year: 2018, Page(s): 348 - 353Cited by: Papers (1)

Abstract (348 Kb)

Enterprise Architecture for the Sensing Enterprise aResearch FrameworkErda Guslinar Perdana ; Husni S Sastramihardja ; Iping SuprianaSuwardi2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Modeling User Interface of First-Aid Application Game UsingUser Centered Design (UCD) MethodErvira Wulandari ; Veronikha Effendy ; Gede Agung Ary WisudiawanPublication Year: 2018, Page(s): 354 - 359

Abstract (530 Kb)

Modeling User Interface of First-Aid Application GameUsing User Centered Design (UCD) MethodErvira Wulandari ; Veronikha Effendy ; Gede Agung AryWisudiawan2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Design and Implementation of Cyber-Physical System-BasedAutomation on Plant Chemical Process: Study Case Mini BatchDistillation ColumnIrvan Budiawan ; Hidayah R. Pranoto ; Egi M. I. Hidayat ; Syaichu R.AriefPublication Year: 2018, Page(s): 360 - 365Cited by: Papers (2)

Abstract (1604 Kb)

Design and Implementation of Cyber-PhysicalSystem-Based Automation on Plant ChemicalProcess: Study Case Mini Batch Distillation ColumnIrvan Budiawan ; Hidayah R. Pranoto ; Egi M. I. Hidayat ; SyaichuR. Arief2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Indonesian License Plate Recognition Using ConvolutionalNeural NetworkIgnatius Wendianto Notonogoro ; Jondri ; Anditya Arifianto

























































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Publication Year: 2018, Page(s): 366 - 369 Abstract (583 Kb)

Indonesian License Plate Recognition UsingConvolutional Neural NetworkIgnatius Wendianto Notonogoro ; Jondri ; Anditya Arifianto2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Decision System for Reservoir Upwelling Using Fuzzy LogicBased on Internet of ThingsBayu Erfianto ; Novian Anggis Suwastika ; Sidik PrabowoPublication Year: 2018, Page(s): 370 - 375

Abstract (1101 Kb)

Decision System for Reservoir Upwelling Using FuzzyLogic Based on Internet of ThingsBayu Erfianto ; Novian Anggis Suwastika ; Sidik Prabowo2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

A Preliminary Study on Detection System for Assessing Childrenand Foster Parents SuitabilityRachmadita Andreswari ; Irfan Darmawan ; Warih PuspitasariPublication Year: 2018, Page(s): 376 - 379

Abstract (641 Kb)

A Preliminary Study on Detection System forAssessing Children and Foster Parents SuitabilityRachmadita Andreswari ; Irfan Darmawan ; Warih Puspitasari2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Rejuvenation Action Model for Application SoftwareZaiha Nadiah Zainal Abidin ; Jamaiah H. Yahaya ; Aziz Deraman ;Zuriani Hayati AbdullahPublication Year: 2018, Page(s): 38 - 43Cited by: Papers (1)

Abstract (402 Kb)

Rejuvenation Action Model for Application SoftwareZaiha Nadiah Zainal Abidin ; Jamaiah H. Yahaya ; Aziz Deraman ;Zuriani Hayati Abdullah2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Grouping of Provinces in Indonesia According to Digital DivideIndexNori Wilantika ; Dana Indra Sensuse ; Septian Bagus Wibisono ;Pamuji Lasiyanto Putro ; Aslon DamanikPublication Year: 2018, Page(s): 380 - 388Cited by: Papers (1)

Abstract (671 Kb)

Grouping of Provinces in Indonesia According toDigital Divide IndexNori Wilantika ; Dana Indra Sensuse ; Septian Bagus Wibisono ;Pamuji Lasiyanto Putro ; Aslon Damanik






























































Automatic Tweet Classification Based on News Category inIndonesian LanguageJaka E. Sembodo ; Erwin B. Setiawan ; Moch Arif BijaksanaPublication Year: 2018, Page(s): 389 - 393

Abstract (257 Kb)

Automatic Tweet Classification Based on NewsCategory in Indonesian LanguageJaka E. Sembodo ; Erwin B. Setiawan ; Moch Arif Bijaksana2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Analysis of the Technology Acceptance Model (TAM) on SurveySystem Based Smartphone by the National Population andFamily Planning IndonesiaSukarno Sono ; NL. Meilani ; Titut Prihyugiarto ; Yuli KaryantiPublication Year: 2018, Page(s): 394 - 401

Abstract (977 Kb)

Analysis of the Technology Acceptance Model (TAM)on Survey System Based Smartphone by the NationalPopulation and Family Planning IndonesiaSukarno Sono ; NL. Meilani ; Titut Prihyugiarto ; Yuli Karyanti2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Gamification for Learning Basic AlgorithmYadhi Aditya Permana ; Dana S. Kusumo ; Dade NurjanahPublication Year: 2018, Page(s): 402 - 408Cited by: Papers (1)

Abstract (324 Kb)

Gamification for Learning Basic AlgorithmYadhi Aditya Permana ; Dana S. Kusumo ; Dade Nurjanah2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

An SSH Honeypot Architecture Using Port Knocking andIntrusion Detection SystemRidho Maulana Arifianto ; Parman Sukarno ; Erwid Musthofa JadiedPublication Year: 2018, Page(s): 409 - 415

Abstract (219 Kb)

An SSH Honeypot Architecture Using Port Knockingand Intrusion Detection SystemRidho Maulana Arifianto ; Parman Sukarno ; Erwid MusthofaJadied2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

On Generalized Divide and Conquer Approach for Group KeyDistribution: Correctness and ComplexityRidhwan Dewoprabowo ; Muhammad Arzaki ; Yanti RusmawatiPublication Year: 2018, Page(s): 416 - 424Cited by: Papers (1)
























































Abstract (389 Kb)

On Generalized Divide and Conquer Approach forGroup Key Distribution: Correctness and ComplexityRidhwan Dewoprabowo ; Muhammad Arzaki ; Yanti Rusmawati2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Security Protection Profile on Smart Card System Using ISO15408 Case Study: Indonesia Health Insurance AgencyYoso Adi Setyoko ; Rahmat YasirandiPublication Year: 2018, Page(s): 425 - 428Cited by: Papers (2)

Abstract (959 Kb)

Security Protection Profile on Smart Card SystemUsing ISO 15408 Case Study: Indonesia HealthInsurance AgencyYoso Adi Setyoko ; Rahmat Yasirandi2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Hardening the Virtual Password Authentication SchemeMohammad Zakie Faiz Rahiemy ; Parman Sukarno ; Erwid MusthofaJadiedPublication Year: 2018, Page(s): 429 - 434Cited by: Papers (1)

Abstract (407 Kb)

Hardening the Virtual Password AuthenticationSchemeMohammad Zakie Faiz Rahiemy ; Parman Sukarno ; ErwidMusthofa Jadied2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Digital Contract Using Block Chaining and Elliptic Curve BasedDigital SignatureSony Adan Kalamsyah ; Ari Moesriami Barmawi ; Muhammad ArzakiPublication Year: 2018, Page(s): 435 - 440

Abstract (785 Kb)

Digital Contract Using Block Chaining and EllipticCurve Based Digital SignatureSony Adan Kalamsyah ; Ari Moesriami Barmawi ; MuhammadArzaki2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Artificial Neural Network for Predicting Indonesia StockExchange Composite Using Macroeconomic VariablesAndry Alamsyah ; Asri Nurfathi ZahirPublication Year: 2018, Page(s): 44 - 48Cited by: Papers (4)

Abstract (794 Kb)

Artificial Neural Network for Predicting IndonesiaStock Exchange Composite Using MacroeconomicVariables


















































Andry Alamsyah ; Asri Nurfathi Zahir2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Mining Web Log Data for Personalized Recommendation SystemAsma Rosyidah ; Isti Surjandari ; ZulkarnainPublication Year: 2018, Page(s): 441 - 446

Abstract (934 Kb)

Mining Web Log Data for PersonalizedRecommendation SystemAsma Rosyidah ; Isti Surjandari ; Zulkarnain2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Empowering Wearable Sensor Generated Data to PredictChanges in Individual's Sleep QualityWahyu Hidayat ; Toufan D. Tambunan ; Reza BudiawanPublication Year: 2018, Page(s): 447 - 452Cited by: Papers (1)

Abstract (512 Kb)

Empowering Wearable Sensor Generated Data toPredict Changes in Individual's Sleep QualityWahyu Hidayat ; Toufan D. Tambunan ; Reza Budiawan2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

The Spreading Prediction of Dengue Hemorrhagic Fever (DHF) inBandung Regency Using K-Means Clustering and Support VectorMachine AlgorithmM Mufli Muzakki ; Fhira NhitaPublication Year: 2018, Page(s): 453 - 458Cited by: Papers (1)

Abstract (367 Kb)

The Spreading Prediction of Dengue HemorrhagicFever (DHF) in Bandung Regency Using K-MeansClustering and Support Vector Machine AlgorithmM Mufli Muzakki ; Fhira Nhita2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Increasing SDN Network Performance Using Load BalancingScheme on Web ServerI Putu Adhi Suwandika ; Muhammad Arief Nugroho ; MamanAbdurahmanPublication Year: 2018, Page(s): 459 - 463

Abstract (360 Kb)

Increasing SDN Network Performance Using LoadBalancing Scheme on Web ServerI Putu Adhi Suwandika ; Muhammad Arief Nugroho ; MamanAbdurahman2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018




















































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Social Network Performance Analysis and Content Engagementon Indonesia's E-CommerceAndry Alamsyah ; Affrilia UtamiPublication Year: 2018, Page(s): 464 - 469

Abstract (414 Kb)

Social Network Performance Analysis and ContentEngagement on Indonesia's E-CommerceAndry Alamsyah ; Affrilia Utami2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Endorsement Recommendation Using Instagram FollowerProfilingAnditya Arifianto ; Qhansa Di'Ayu Putri Bayu ; Mahmud Dwi Sulistiyo ;N. Ignatius Wendianto ; Naufal Dzaky Anwari ; Muhammad AdhiSatria ; D Ni Gusti Ayu Mirah Eka ; Admining Hastuti ; Isma DewiLiana ; Pima Hani Safitri ; Rachmi Azanisa PutriPublication Year: 2018, Page(s): 470 - 475Cited by: Papers (2)

Abstract (1111 Kb)

Endorsement Recommendation Using InstagramFollower ProfilingAnditya Arifianto ; Qhansa Di'Ayu Putri Bayu ; Mahmud DwiSulistiyo ; N. Ignatius Wendianto ; Naufal Dzaky Anwari ;Muhammad Adhi Satria ; D Ni Gusti Ayu Mirah Eka ; AdminingHastuti ; Isma Dewi Liana ; Pima Hani Safitri ; Rachmi AzanisaPutri2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

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Enhancing Online Classroom Towards Personalized LearningEnvironmentDawam Dwi Jatmiko Suwawi ; Kusuma Ayu Laksitowening ; IrwindaPutriPublication Year: 2018, Page(s): 476 - 480

Abstract (566 Kb)

Enhancing Online Classroom Towards PersonalizedLearning EnvironmentDawam Dwi Jatmiko Suwawi ; Kusuma Ayu Laksitowening ;Irwinda Putri2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

A Multi-Lable Classification on Topics of Quranic Verses inEnglish Translation Using Multinomial Naive BayesReynaldi Ananda Pane ; Mohamad Syahrul Mubarok ; Nanang SaifulHuda ; AdiwijayaPublication Year: 2018, Page(s): 481 - 484Cited by: Papers (1)

Abstract (699 Kb)


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A Multi-Lable Classification on Topics of QuranicVerses in English Translation Using Multinomial NaiveBayesReynaldi Ananda Pane ; Mohamad Syahrul Mubarok ; NanangSaiful Huda ; Adiwijaya2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Visual Based Fire Detection System Using Speeded Up RobustFeature and Support Vector MachineLaela Citra Asih ; Febryanti Sthevanie ; Kurniawan Nur RamadhaniPublication Year: 2018, Page(s): 485 - 488

Abstract (233 Kb)

Visual Based Fire Detection System Using SpeededUp Robust Feature and Support Vector MachineLaela Citra Asih ; Febryanti Sthevanie ; Kurniawan NurRamadhani2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Development of Low-Cost Autonomous Surface Vehicles (ASV)for Watershed Quality MonitoringNugroho Setyo Wibowo ; Prawidya Destarianto ; Hendra YufitRiskiawan ; Khafidurrohman Agustianto ; Syamsiar KautsarPublication Year: 2018, Page(s): 489 - 494

Abstract (508 Kb)

Development of Low-Cost Autonomous SurfaceVehicles (ASV) for Watershed Quality MonitoringNugroho Setyo Wibowo ; Prawidya Destarianto ; Hendra YufitRiskiawan ; Khafidurrohman Agustianto ; Syamsiar Kautsar2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Usability Evaluation of Digital Service Company Portal UsingImportance Performance AnalysisYati Rohayati ; Sari Wulandari ; Kartika SariPublication Year: 2018, Page(s): 49 - 54

Abstract (439 Kb)

Usability Evaluation of Digital Service Company PortalUsing Importance Performance AnalysisYati Rohayati ; Sari Wulandari ; Kartika Sari2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Visiting Time Prediction Using Machine Learning RegressionAlgorithmIndri Hapsari ; Isti Surjandari ; KomarudinPublication Year: 2018, Page(s): 495 - 500Cited by: Papers (1)

Abstract (328 Kb)

Visiting Time Prediction Using Machine LearningRegression AlgorithmIndri Hapsari ; Isti Surjandari ; Komarudin

























































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Detection of Atrial Fibrillation Disease Based onElectrocardiogram Signal Classification Using RR Interval and K-Nearest NeighborKartika Resiandi ; Adiwijaya ; Dody Qori UtamaPublication Year: 2018, Page(s): 501 - 506Cited by: Papers (1)

Abstract (585 Kb)

Detection of Atrial Fibrillation Disease Based onElectrocardiogram Signal Classification Using RRInterval and K-Nearest NeighborKartika Resiandi ; Adiwijaya ; Dody Qori Utama2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Ontology Modelling Approach for Personality MeasurementBased on Social Media ActivityAndry Alamsyah ; M. Rizqy Dwi Putra ; Darin Dindi Fadhilah ; FiviNurwianti ; Ening NingsihPublication Year: 2018, Page(s): 507 - 513Cited by: Papers (3)

Abstract (365 Kb)

Ontology Modelling Approach for PersonalityMeasurement Based on Social Media ActivityAndry Alamsyah ; M. Rizqy Dwi Putra ; Darin Dindi Fadhilah ; FiviNurwianti ; Ening Ningsih2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Sentiment Detection of Comment Titles in Booking.com UsingProbabilistic Latent Semantic AnalysisDewi Ayu Khusnul Khotimah ; Riyanarto SarnoPublication Year: 2018, Page(s): 514 - 519Cited by: Papers (2)

Abstract (1074 Kb)

Sentiment Detection of Comment Titles inBooking.com Using Probabilistic Latent SemanticAnalysisDewi Ayu Khusnul Khotimah ; Riyanarto Sarno2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Kernelization of Eigenspace-Based Fuzzy C-Means for TopicDetection on Indonesian NewsMukti Ari ; Hendri MurfiPublication Year: 2018, Page(s): 520 - 525

Abstract (388 Kb)

Kernelization of Eigenspace-Based Fuzzy C-Meansfor Topic Detection on Indonesian NewsMukti Ari ; Hendri Murfi2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018



















































Analysis of Non-Negative Double Singular Value DecompositionInitialization Method on Eigenspace-based Fuzzy C-MeansAlgorithm for Indonesian Online News Topic DetectionRaden Trivan Sutrisman ; Hendri MurfiPublication Year: 2018, Page(s): 55 - 60

Abstract (641 Kb)

Analysis of Non-Negative Double Singular ValueDecomposition Initialization Method on Eigenspace-based Fuzzy C-Means Algorithm for IndonesianOnline News Topic DetectionRaden Trivan Sutrisman ; Hendri Murfi2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

TCP Congestion Window Analysis of Twitter with ExponentialModelHilal H. Nuha ; Sidik PrabowoPublication Year: 2018, Page(s): 61 - 65

Abstract (353 Kb)

TCP Congestion Window Analysis of Twitter withExponential ModelHilal H. Nuha ; Sidik Prabowo2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Hadoop High Availability with Linux HADiamun Fikri Solissa ; Maman AbdurohmanPublication Year: 2018, Page(s): 66 - 69

Abstract (228 Kb)

Hadoop High Availability with Linux HADiamun Fikri Solissa ; Maman Abdurohman2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Utilization of Onboard Diagnostic II (OBD-II) on Four WheelVehicles for Car Data Recorder PrototypeSatrio Adi Nugroho ; Endro Ariyanto ; Andrian RakhmatsyahPublication Year: 2018, Page(s): 7 - 11

Abstract (575 Kb)

Utilization of Onboard Diagnostic II (OBD-II) on FourWheel Vehicles for Car Data Recorder PrototypeSatrio Adi Nugroho ; Endro Ariyanto ; Andrian Rakhmatsyah2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Recommendation System Based on Item and User Similarity onRestaurants Directory OnlineAji Achmad Mustafa ; Indra BudiPublication Year: 2018, Page(s): 70 - 74Cited by: Papers (1)

Abstract (284 Kb)

Recommendation System Based on Item and UserSimilarity on Restaurants Directory Online
















































Aji Achmad Mustafa ; Indra Budi2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Computational Analysis on Rise and Fall of IndonesianVocabulary During a Period of TimeFaisal Rahutomo ; Rosa Andrie Asmara ; Deddy Kusbianto PurwokoAjiPublication Year: 2018, Page(s): 75 - 80

Abstract (337 Kb)

Computational Analysis on Rise and Fall ofIndonesian Vocabulary During a Period of TimeFaisal Rahutomo ; Rosa Andrie Asmara ; Deddy KusbiantoPurwoko Aji2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

Simulation of Rotating a Robot Arm by Non-MetamorphicAnimation Method in IFS Fractal Model Based on ShiftingCentroid TechniqueTedjo DarmantoPublication Year: 2018, Page(s): 81 - 85Cited by: Papers (1)

Abstract (318 Kb)

Simulation of Rotating a Robot Arm by Non-Metamorphic Animation Method in IFS Fractal ModelBased on Shifting Centroid TechniqueTedjo Darmanto2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

A Multi-Level Genetic Algorithm Approach for GeneratingEfficient Travel PlansFajar Hendra Prabowo ; Kemas M. Lhaksmana ; Z. K. AbdurahmanBaizalPublication Year: 2018, Page(s): 86 - 91

Abstract (856 Kb)

A Multi-Level Genetic Algorithm Approach forGenerating Efficient Travel PlansFajar Hendra Prabowo ; Kemas M. Lhaksmana ; Z. K.Abdurahman Baizal2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

SocioEmpathy: A Social-Sensitivity Application to Reduce Stressand Depression of Divorce or Domestic Violence VictimsArga Putra Panatagama ; Guntur Putra Pratama ; Dwi Yoga WibawaPublication Year: 2018, Page(s): 92 - 97

Abstract (488 Kb)

SocioEmpathy: A Social-Sensitivity Application toReduce Stress and Depression of Divorce orDomestic Violence VictimsArga Putra Panatagama ; Guntur Putra Pratama ; Dwi YogaWibawa
















































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Analyzing 4G Adoption in Indonesia Using a Modified UnifiedTheory of Acceptance and Use of Technology 2Indrawati Indrawati ; Kedar Priya UtamaPublication Year: 2018, Page(s): 98 - 102

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Analyzing 4G Adoption in Indonesia Using a ModifiedUnified Theory of Acceptance and Use of Technology2Indrawati Indrawati ; Kedar Priya Utama2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018

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Table of contents2018 6th International Conference on Information andCommunication Technology (ICoICT)Year: 2018







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8/9/2020 Steering Committee | The 6th International Conference on Information and Communication Technology 2018 – ICoICT 2018

https://2018.icoict.org/steering-committees/ 1/2



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MMITTESTEERING COMMITTEES

STEERING COMMITTEES ICOICT 2018

Adiwijaya Telkom University, Indonesia

Ahmad Ra� MohamedEshaq

Multimedia University,Malaysia

Ari Moesriami Barmawi Telkom University, Indonesia

Dade Nurjanah Telkom University, Indonesia

Hairul Azhar AbdulRashid

Multimedia University,Malaysia

Heroe Wijanto Telkom University, Indonesia

Ho Chin Kuan Multimedia University,Malaysia







8/9/2020 Steering Committee | The 6th International Conference on Information and Communication Technology 2018 – ICoICT 2018

https://2018.icoict.org/steering-committees/ 2/2

Copyright ICoICT 2018. Organized By Telkom University Indonesia and Multimedia University Malaysia

Kiki MaulanaAdhinugraha

Telkom University, Indonesia

Lau Siong Hoe Multimedia University,Malaysia

Mochamad Ashari Telkom University, Indonesia

Maman Abdurahman Telkom University, Indonesia

Suyanto Telkom University, Indonesia

ICoICT 2018 most awaited conferenceof the yearBandung, Indonesia. 03-04 May, 2018

ICoICT 2018 Organized By : TelkomUniversity Indonesia and MultimediaUniversity Malaysia

8/9/2020 Technical Program Committee (TPC) | The 6th International Conference on Information and Communication Technology 2018 – ICoICT 20…

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MMITTETECHNICAL PROGRAM COMMITTEES (TPC)

TECHNICAL PROGRAM COMMITTEESICOICT 2018

TPC ChairBayu Er�anto Telkom University, Indonesia

Track ChairBayu Er�anto Telkom University, Indonesia

Track ChairDana Sulistyo Telkom University, Indonesia

Track ChairAri M. Barmawi Telkom University, Indonesia

Track ChairPang Ying Han Multimedia University,Malaysia

Track ChairSoon Lay Ki Multimedia University,Malaysia

Track ChairSazalinsyah Razali Universiti Teknikal MalaysiaMelaka (UTeM), Malaysia









TPC MemberProf. Muhammad Zarlis Universitas Sumatera Utara,Indonesia

TPC MemberAndrew Teoh Beng Jin Yonsei University, SouthKorea

TPC MemberNesreen Otoum Petra University, Jordan

TPC MemberNgoc Tu Nguyen Missouri University ofScience and Technology, USA

TPC MemberWaskitho Wibisono Institut Teknologi SepuluhNopember (ITS), Indonesia

TPC MemberHwang Kyu Baek Soongsil University, SouthKorea

TPC MemberTeoh Kung Keat Flinders University, Australia

TPC MemberGoi Bok Min Universiti Tunku AbdulRahman, Malaysia

TPC MemberPoh Geong Sen MIMOS Berhad, Malaysia

TPC MemberSimon Lau Boung Yew Xiamen University Malaysia,Malaysia

TPC MemberSeong Oun Hwang Hongik University, Korea

TPC MemberWun—She Yap Universiti Tunku AbdulRahman, Malaysia

TPC MemberChin Ji Jian Multimedia University,Malaysia

TPC MemberGoh Hock Guan Universiti Tunku AbdulRahman, Malaysia

TPC MemberNoreffendy Tamaldin Universiti Teknikal MalaysiaMelaka, Malaysia



TPC MemberLee Wai Kong Universiti Tunku AbdulRahman, Malaysia

TPC MemberChee Siang Wong Universiti Tunku AbdulRahman, Malaysia

TPC MemberShekh Faisal Abdul—Latip

Universiti Teknikal MalaysiaMelaka, Malaysia

TPC MemberYau Wei Chuen Xiamen University Malaysia,Malaysia

TPC MemberMohammad Athar Ali The University ofBuckingham, UK

TPC MemberAlastair Gale Loughborough University,UK

TPC MemberQinggang Meng Loughborough University,UK

TPC MemberTan Syh Yuan Multimedia University,Malaysia

TPC MemberPaskorn Champrasert Chiang Mai University,Thailand

TPC MemberNurazzah Abd Rahman Universiti Teknologi MARA,Malaysia

TPC MemberMohd Helmy Abd Wahab Universiti Tun Hussein OnnMalaysia, Malaysia

TPC MemberMaman Abdurohman Telkom University, Indonesia

TPC MemberA Adiwijaya Telkom University, Indonesia

TPC MemberRirin Agustin Universitas Pasundan,Indonesia

TPC MemberSaiful Akbar Institut Teknologi Bandung,Indonesia



TPC MemberDian Andriana Indonesian Institute ofSciences, Indonesia

TPC MemberMohammad HosseinAnisi

University of Essex, UnitedKingdom (Great Britain)

TPC MemberKhoirul Anwar Telkom University, Indonesia

TPC MemberMewati Ayub Maranatha ChristianUniversity, Indonesia

TPC MemberNoor Cholis Basjaruddin Bandung Institute ofTechnology, Indonesia

TPC MemberThomas Basuki UNPAR, Bandung, Indonesia

TPC MemberMuhammad Agni CaturBhakti

Sampoerna University,Indonesia

TPC MemberNargis Bibi University of Manchester,United Kingdom (GreatBritain)

TPC MemberIndra Budi Computer Science, Indonesia

TPC MemberMu—Song Chen Electrical Engineering, Da-Yeh University, Taiwan

TPC MemberEndang Chumaidiyah Telkom Institute ofTechnology, Indonesia

TPC MemberEndang Djuana Trisakti University, Indonesia

TPC MemberGuangjie Han Hohai University, P.R. China

TPC MemberGo Hasegawa Osaka University, Japan

TPC MemberFadratul Ha�naz Hassan Universiti Sains Malaysia,Malaysia



TPC MemberFarda Hasun Telkom University, Indonesia

TPC MemberBayu Hendradjaya Institut Teknologi Bandung,Indonesia

TPC MemberRetno Hendriyanti Telkom University, Indonesia

TPC MemberChris Hinde Loughborough University,United Kingdom (GreatBritain)

TPC MemberArief Huda Universitas Islam NegeriBandung, Indonesia

TPC MemberEmir Husni Institut Teknologi Bandung,Indonesia

TPC MemberNoor Ifada Universitas Trunojoyo,Indonesia

TPC MemberIndrawati Indrawati Telkom University, Indonesia

TPC MemberMuhammad HermanJamaluddin

Universiti Teknikal MalaysiaMelaka, Malaysia

TPC MemberZhe Jin Universiti Tunku AbdulRahman, Malaysia

TPC MemberTutun Juhana Institut Teknologi Bandung,Indonesia

TPC MemberEmil Kaburuan IDEAS LAB, Indonesia

TPC MemberGoh Kah Ong Michael Multimedia University,Malaysia

TPC MemberMasayu Leylia Khodra Institut Teknologi Bandung,Indonesia

TPC MemberAlex Kot Nanyang TechnologicalUniversity, Singapore



TPC MemberWisnu Kusuma Bogor AgriculturalUniversity, Indonesia

TPC MemberDana Kusumo Telkom University, Indonesia

TPC MemberSiong Hoe Lau Multimedia University,Malaysia

TPC MemberChien Sing Lee Sunway University, Malaysia

TPC MemberChungyong Lee Yonsei University, Korea

TPC MemberMeng Chew Leow Multimedia University,Malaysia

TPC MemberSook—Ling Lew Multimedia University,Malaysia

TPC MemberLeony Lidya University of Pasundan,Indonesia

TPC MemberChee Peng Lim Deakin University, Australia

TPC MemberChu Kiong Loo University of Malaya,Malaysia

TPC MemberChao Lu The Hong Kong PolytechnicUniversity, Hong Kong

TPC MemberSatria Mandala Universitas Telkom,Indonesia

TPC MemberRani Megasari Indonesia University ofEducation, Indonesia

TPC MemberClaudiu Mihăilă Data�rm, United Kingdom(Great Britain)

TPC MemberNursabillilah Mohd Ali Universiti Teknikal MalaysiaMelaka, Malaysia



TPC MemberRoberto Montemanni Dalle Molle Institute forArti�cial Intelligence(USI/SUPSI), Switzerland

TPC MemberPhilip Moore Lanzhou University, P.R.China

TPC MemberAnang HudayaMuhamad Amin

Higher Colleges ofTechnology, United ArabEmirates

TPC MemberAede Musta'amal Universiti TeknologiMalaysia, Malaysia

TPC MemberKarthigayanMuthukaruppan

Manipal InternationalUniversity, Malaysia

TPC MemberAsep Najmurrokhman Universitas Jenderal AchmadYani, Indonesia

TPC MemberAthitaya Nitchot Prince of SongkhlaUniversity, Thailand

TPC MemberHertog Nugroho Bandung State ofPolytechnic, Indonesia

TPC MemberShih Yin Ooi Multimedia University,Malaysia

TPC MemberHilman Pardede Indonesian Institute ofSciences, Indonesia

TPC MemberJarutas Pattanaphanchai Prince of Songkla University,Thailand

TPC MemberZoya Pourmirza Newcastle University, UnitedKingdom (Great Britain)

TPC MemberTitin Pramiyanti UPN Jakarta, Indonesia

TPC MemberAyu Purwarianti Bandung Institute ofTechnology, Indonesia



TPC MemberNanang T Puspito Bandung Institute ofTechnology, Indonesia

TPC MemberAzizul Rahman Universiti Sains Malaysia,Malaysia

TPC MemberYati Rohayati Institut Teknologi Telkom,Indonesia

TPC MemberMicke Rusmerryani Research Lab AP Channel,Indonesia

TPC MemberDeni Saepudin Institut Teknologi Telkom,Indonesia

TPC MemberPaulus Santosa Universitas Gadjah Mada,Indonesia

TPC MemberHarry Santoso Universitas Indonesia,Indonesia

TPC MemberG. A. Putri Saptawati Lecturer, Indonesia

TPC MemberShuhaida Shuhidan Universiti Teknologi MARA,Malaysia

TPC MemberSanjay Singh Manipal Institute ofTechnology, India

TPC MemberHarco Leslie HendricSpits Warnars

Bina Nusantara University,Indonesia

TPC MemberWikan Sunindyo Institut Teknologi Bandung,Indonesia

TPC MemberAries Susanty Universitas Dipenogoro,Indonesia

TPC MemberIping Suwardi Bandung Institute ofTechnology, Indonesia

TPC MemberSuyanto Suyanto Telkom University, Indonesia



TPC MemberIwan Syarif Politeknik Elektronika NegeriSurabaya (PENS), Indonesia

TPC MemberShing—Chiang Tan Multimedia University,Malaysia

TPC MemberHasan Tinmaz Woosong University, Korea

TPC MemberNiruwan Turnbull Mahasarakham University,Thailand

TPC MemberRadu Vasiu Politehnica University ofTimisoara, Romania

TPC MemberAshok Kumar Veerasamy University of Turku, Finland

TPC MemberIda Wahidah Telkom University, Indonesia

TPC MemberMike Wald University of Southampton,United Kingdom (GreatBritain)

TPC MemberXin Wang Monash University, Malaysia

TPC MemberKok—Seng Wong Soongsil University, Korea

TPC MemberChun Yeow Yeoh Telekom Reseach &Development Sdn. Bhd.,Malaysia

TPC MemberChau Yuen Singapore University ofTechnology and Design,Singapore

TPC MemberArief Zulianto Bandung Institute ofTechnology, Indonesia

ICoICT 2018 most awaited conferenceof the year

ICoICT 2018 Organized By : TelkomUniversity Indonesia and Multimedia

8/9/2020 Reviewer | The 6th International Conference on Information and Communication Technology 2018 – ICoICT 2018

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EVIEWEREVIEWER

REVIEWER ICOICT 2018

We would like to recognize and express our sincere gratitude to the following reviewers fortheir professional supports and dedications in reviewing the papers submitted to ICoICT2018

Thank you

Organising committee of ICoICT 2018

ReviewerIzzatdin Abdul Aziz Universiti TeknologiPETRONAS, Malaysia

ReviewerSiti Fatimah Abdul Razak Multimedia University,Malaysia

ReviewerJunaidi Abdullah Multimedia University,Malaysia

ReviewerKiki MaulanaAdhinugraha


ReviewerMariskha Adithia









Parahyangan CatholicUniversity, Indonesia

ReviewerDidit Adytia School of Computing,Telkom University, Indonesia

ReviewerTohari Ahmad Institut Teknologi SepuluhNopember (ITS), Indonesia

ReviewerAndry Alamsyah Telkom University, Indonesia

ReviewerA�zan Azman Multimedia University(MMU), Malaysia

ReviewerMohd Sanusi Azmi Universiti Teknikal MalaysiaMelaka, Malaysia

ReviewerZk Abdurahman Baizal Telkom University, Indonesia

ReviewerMoch Arif Bijaksana Telkom University, Indonesia

ReviewerSiew Chin Chong Multimedia University,Malaysia

ReviewerFang—Fang Chua Multimedia University,Malaysia

ReviewerTee Connie Multimedia University,Malaysia

ReviewerTedjo Darmanto STMIK AMIK Bandung,Indonesia

ReviewerPutu Harry Gunawan School of Computing,Telkom University, Indonesia

ReviewerSetiawan Hadi, M. Sc. CS. Universitas Padjadjaran,Indonesia

ReviewerAchmad Hidayanto University of Indonesia,Indonesia



ReviewerWan Nural Jawahir Hj.Wan Yussof

Universiti MalaysiaTerengganu, Malaysia

ReviewerIrwan Irwan Institut Teknologi Bandung,Indonesia

ReviewerMasayu Khodra Institute Technology ofBandung, Indonesia

ReviewerWee How Khoh Multimedia University,Malaysia

ReviewerTien FabriantiKusumasari


ReviewerKemas Lhaksmana Telkom University, Indonesia

ReviewerHeng Siong Lim Multimedia University,Malaysia

ReviewerKian Ming Lim Multimedia University,Malaysia

ReviewerTek Yong Lim Multimedia University,Malaysia

ReviewerMustafa Man University MalaysiaTerengganu, Malaysia

ReviewerNur Ulfa Maulidevi Institut Teknologi Bandung,Indonesia

ReviewerNoor Maizura MohamadNoor

Universiti MalaysiaTerengganu, Malaysia

ReviewerShukor Sanim MohdFauzi

Universiti Teknologi Mara,Perlis Campus, Malaysia

ReviewerRosmayati Mohemad University of MalaysiaTerengganu, Malaysia

ReviewerCecilia Esti Nugraheni



Parahyangan CatholicUniversity, Indonesia

ReviewerHilal H. Nuha King Fahd University ofPetroleum & Minerals, SaudiArabia

ReviewerDade Nurjanah Telkom University, Indonesia

ReviewerMarisa Paryasto Telkom University, Indonesia

ReviewerAgus Pratondo NUS, Singapore

ReviewerReza Pulungan Universitas Gadjah Mada,Indonesia

ReviewerTito Waluyo Purboyo Telkom University, Indonesia

ReviewerYudha Purwanto Telkom University, Indonesia

ReviewerDwiza Riana STMIK Nusa Mandiri Jakarta,Indonesia

ReviewerDidi Rosiyadi Indonesian Institute ofSciences, Indonesia

ReviewerYanti Rusmawati Telkom University, Indonesia

ReviewerAnny Sari Universitas Gadjah Mada,Indonesia

ReviewerMd. Shohel Sayeed Multimedia University,Malaysia

ReviewerHarry Septanto National Institute ofAeronautics and Space(LAPAN), Indonesia

ReviewerNoor Ahmad Setiawan Universitas Gadjahmada,Indonesia



ReviewerKalaiarasi Sonai Muthu Multimedia University,Malaysia

ReviewerChua Sook Ling Multimedia University(MMU), Malaysia

ReviewerVera Suryani Universitas Gadjahmada,Indonesia

ReviewerChoo Kim Tan Multimedia University(MMU), Malaysia

ReviewerSyh Yuan Tan Multimedia University,Malaysia

ReviewerChoo—Yee Ting Multimedia University,Malaysia

ReviewerJimmy Tirtawangsa Institut Teknologi Telkom,Indonesia

ReviewerRimba WhidianaCiptasari


ReviewerWaskito Wibisono Institut Teknologi SepuluhNopember, Indonesia

ReviewerYudi Wibisono Indonesia University ofEducation, Indonesia

ReviewerKemas Wiharja Telkom University, Indonesia

ReviewerLenni Yulianti Bandung Institute ofTechnology, Indonesia

ReviewerFazmah Arif Yulianto Telkom University, Indonesia

ReviewerIntan Yulita Universitas Padjadjaran,Indonesia

ReviewerSigit Yuwono Telkom University, Indonesia

8/9/2020 Organizing Committee | The 6th International Conference on Information and Communication Technology 2018 – ICoICT 2018

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MMITTEORGANIZING COMMITTEES

ORGANIZING COMMITTEES ICOICT 2018

General ChairParman Sukarno Telkom University, Indonesia

General Co-ChairOng Thian Song Multimedia University,Malaysia

Secretariat ChairAji Gautama Putrada Telkom University, Indonesia

Secretariat ChairOoi Shin Yin Multimedia University,Malaysia

Publication ChairSaid Al Faraby Telkom University, Indonesia

Publication ChairTee Connie Multimedia University,Malaysia

Tutorial and Special IssueChair

Putu Harry Gunawan Telkom University, Indonesia







8/9/2020 Organizing Committee | The 6th International Conference on Information and Communication Technology 2018 – ICoICT 2018

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Tutorial and Special SessionChair

Michael Goh Multimedia University,Malaysia

Finance ChairAndrian Rakhmatsyah Telkom University, Indonesia

Finance ChairChong Siew Chin Multimedia University,Malaysia

Local Arrangement ChairDanang Junaedi Telkom University, Indonesia

Local Arrangement ChairOng Chia Sui Multimedia University,Malaysia

Publicity ChairGede Agung AryWisudiawan


Publicity ChairA�zan Azman Multimedia University,Malaysia

Event and Sponsorship ChairHani Suhaila Multimedia University,Malaysia

Event and Sponsorship ChairMaman Abdurohman Telkom University, Indonesia

WebmasterYusza Reditya Murti Telkom University, Indonesia

ICoICT 2018 most awaited conferenceof the yearBandung, Indonesia. 03-04 May, 2018

ICoICT 2018 Organized By : TelkomUniversity Indonesia and MultimediaUniversity Malaysia

Collision-Aware Rate Adaptation Algorithm for

High-Throughput IEEE 802.11n WLANs

Fajari Arief Setia1, Teuku Yuliar Arif2, Rizal Munadi3 Electrical and Computer Engineering Department Faculty of Engineering, Syiah Kuala University

Jl. Syech Abdul Rauf No. 7, Darussalam, Banda Aceh, Indonesia [email protected]; [email protected]; [email protected]

Abstract—IEEE 802.11n Wireless Local Area Network (WLAN) is the default standard that is used on modern smartphones and modern PCs/laptops. Medium Access Control (MAC) 802.11n has the capability of transmitting multiple MAC Protocol Data Units (MPDUs) into an Aggregate-MPDU (A-MPDU). Physical (PHY) 802.11n transmits MPDU or A-MPDU using a PHY rate of 6.5 to 600 Mbps determined by the rate adaptation algorithm. The selected PHY rate is expected according to the channel conditions for MPDU to be received without error. Based on the literature study, Minstrel-HT is one of the rate adaptation algorithms based on proposed channel conditions, especially for IEEE 802.11n high-throughput WLAN. However Minstrel-HT does not have a mechanism to activate RTS/CTS mode dynamically in the event of a collision error. Collision-aware rate adaptation (CARA) has been proposed, however the design has been made not for WLAN high throughput. In this paper we improve CARA to take advantage of MAC and PHY 802.11n capabilities and call it CARA for High Throughput (CARA-HT). We developed the CARA-HT algorithm in NS-3.26 simulator. The simulation results show the throughput produced by CARA-HT is better than Minstrel-HT.

Keywords—Collision-Aware; Rate Adaptation; CARA-HT; High Throughput; 802.11n.

I. INTRODUCTION

IEEE 802.11n Wireless Local Area Network (WLAN) is the default standard used on smartphones and laptops in the past few years. Medium Access Control (MAC) 802.11n has the capability of transmitting multiple MAC Service Data Units (MSDUs) into an Aggregate-MSDU (A-MSDU) and the ability to transmit a maximum of 64 MAC Protocol Data Units (MPDUs) into an Aggregate-MPDU (A-MPDU). Physical (PHY) of 802.11n transmits MPDU or A-MPDU using the PHY rate determined by rate adaptation algorithm. The 802.11n PHY rate is selected by modulation type, coding rate, channel bandwidth, guard interval, and the number of spatial streams [1]. The selected PHY rate is expected according to the channel conditions for MPDU to be received without error.

Based on the literature review, there were many adaptation rate algorithms based on proposed channel conditions, especially for IEEE 802.11n WLAN high throughput. The algorithms include: Minstrel-HT [2], RAMAS [3], L3S [4],

MiRA [5], CRA [6], ARAMIS [7] and HiWiLA [8]. The increment or decrement of data rate in Minstrel-HT, MiRA and CRA is based on random probing. Different to RAMAS, L3S, HiWiLA which is done based on order probing and ARAMIS selects data rate based on the SNR mapping to data rate.

MDPU or A-MDPU can also get error caused by collisions. Collision can be caused hidden terminal problem. In the 802.11 standard, Request to Send/Clear to Send (RTS/CTS) transmission mode has been provided to solve the collision problem. But as far as we know, all of the algorithms mentioned above do not have the mechanism to activate RTS/CTS mode dynamically. As a result the performance of these algorithms can decrease when MPDU or A-MPDU undergoes collision.

Based on literature review, we found only MoFA [9] and STRALE [10] algorithms that have RTS/CTS mode activation mechanisms in the event of collision in the high throughput of IEEE 802.11n WLAN. MoFA and STRALE are schemes for adaptation of A-MPDU sizes and use Minstrel as its adaptation algorithm. MoFA and STARLE also adopt Adaptive-RTS (A-RTS) to overcome collisions. However A-RTS on MoFA is based on sub frame error rate (SFER) threshold, whereas in STRALE based on using the hidden detection tool.

Collision aware rate adaptation has been proposed by [11], but designs are made not for high throughput WLAN. In this paper we improved it to take advantage of MAC and PHY 802.11n capabilities and call it as Collision Aware Rate Adaptation (CARA) for High Throughput (HT). In CARA-HT we added some new attributes and added functionality for transmission using A-MPDU and HT-PHY rate. We then implemented proposed method on the open source NS-3 network simulator and tested its performance through several simulations extensively.

The next section of this paper is organized as follows. Part II describes the literature studies related to 802.11n standards, Collision Aware Rate Adaptation and CARA algorithms on NS-3. Part III describes the methods of developing CARA-HT algorithms and their performance testing methods. The results of the development and performance of the CARA-HT algorithm are shown in Section IV. Finally, Part V presents the conclusion.

2018 6th International Conference on Information and Communication Technology (ICoICT)

ISBN: 978-1-5386-4571-0 (c) 2018 IEEE 12

II. LITERATUR REVIEW

A. IEEE 802.11n Standard

IEEE 802.11n is the standard used to receive High Throughput on WLAN. To achieve this goal, the MAC and PHY 802.11n layers provided MPDU transmission schemes using the Aggregate MAC Service Unit (A-MSDU) and the aggregate MPDU (A-MPDU). Both schemes are to improve the efficiency of MAC and PHY header layers. In the PHY layer, the channel bandwidth is increased to 40 MHz, 400 ns guard interval and using transceiver MIMO max 4x4. From the development, 802.11n has a choice of data rate as shown in TABLE I [1].

In 802.11n, data received from the upper layer is encapsulated using a MAC layer header and then referred to as MPDU. Before the MPDU is transmitted, the MAC of 802.11n accesses the channel using the Carries Sense Multiple Access width Collision Avoidance (CSMA/CA) algorithm. If the channel is free then MPDU is transmitted with the specific transmission parameters (TX Vector). The TX Vector variable consists of data rate, power transmit, number of retransmit, guard interval, spatial stream, encoding stream, bandwidth, aggregation and STBC [1].

For every MPDU received at destination without error, it will send an acknowledgement (ACK) frame to the transmitter. This mode of delivery is also called Basic Access mode. However MPDU can also contain errors when received at destination. The errors can be caused by channel error or error collision. The channel error is caused by the failure of a decoding receiver signal that has a low signal to noise ratio (SNR). While the error collision is caused by there is more than one transmitter transmits MPDU at the same time.

For every MPDU containing errors the receiver does not send ACK. If the transmitter does not receive an ACK within a predetermined duration, then MPDU will be re-transmitted. If the MPDU error is caused by an error channel then retransmission is done using the basic access mode. But if it is caused by collision error then re-transmit better done using RTS/CTS mode. In this mode, the transmitter first sends the RTS frame and if the CTS frame is received then the new MPDU is transmitted. This mode is provided by IEEE 80211 to decrease the probability of MPDU experiencing collision. But the 802.11 standard does not specify the use of the two modes dynamically.

B. Collision Aware Rate Adaptation Algorithm

Rate adaptation is an algorithm used to select optimally the data rate used for the transmission of an MPDU. WLAN 802.11n with specifications that support 20/40 MHz bandwidth, short guard interval and 4x4 MIMO, then MPDU can be sent using 128 PHY rate options. MPDU transmitted with high PHY rate can result in high throughput, but the probability of MPDU has increased error when SNR channel decreases. In contrast, MPDUs transmitted with low PHY rates result in lower throughput, but the probability of MPDU experiencing low error channels is also low. So the rate adaptation algorithm determines the choice of PHY rate

dynamically to produce optimal throughput. The PHY rate chosen by the rate adaptation algorithm is then used by TX Vector for the transmission of an MPDU.

The CARA algorithm developed by Kim et al. [11]. The main idea of CARA is to combine RTS mode adaptively by differentiating MPDU collision and MPDU errors caused by channel errors. In the design, to anticipate the occurrence of collisions, the CARA algorithm does not use the RTS probing mode on the MPDU under normal conditions. When MPDU loss occurs, CARA activates RTS probing mode to perform retransmission MPDU.

RTS probing is a mode in the CARA algorithm. RTS probing mode uses two methods to distinguish between errors caused by collisions and errors caused by the channel. The transmission failure of MPDU is not necessarily caused by channel error. MPDU error can also be caused by the collision between MPDU. The RTS/CTS scheme has been provided on the IEEE 802.11 WLAN standard to prevent collisions occurring during MPDU retransmissions. Under these conditions, before the data transmission using RTS/CTS scheme then CARA algorithm using RTS probing mode. RTS probing mode works to enable RTS/CTS scheme only when data transmission fails caused by MPDU collision.

TABLE I. DATA RATE OF WLAN IEEE 802.11N

M C S

Modulation R Nss Data rate (Mbps)

20 MHz 40 MHz GI SGI GI SGI

0 BPSK 1/2 1 6.5 7.2 13.5 15 1 QPSK 1/2 1 13 14.4 27 30 2 QPSK 3/4 1 19.5 21.7 40.5 45 3 16-QAM 1/2 1 26 28.9 54 60 4 16-QAM 3/4 1 39 43.3 81 90 5 64-QAM 2/3 1 52 57.8 108 120 6 64-QAM 3/4 1 58.5 65 121.5 135 7 64-QAM 5/6 1 65 72.2 135 150 8 BPSK 1/2 2 13 14.4 27 30 9 QPSK 1/2 2 26 28.9 54 60

10 QPSK 3/4 2 39 43.3 81 90 11 16-QAM 1/2 2 52 57.8 108 120 12 16-QAM 3/4 2 78 87.7 162 180 13 64-QAM 2/3 2 104 115.6 216 240 14 64-QAM 3/4 2 117 130 243 270 15 64-QAM 5/6 2 130 114.4 270 300 16 BPSK 1/2 3 19.5 21.7 40.5 45 17 QPSK 1/2 3 39 43.3 81 90 18 QPSK 3/4 3 58.5 65 121.5 135 19 16-QAM 1/2 3 78 86.7 162 180 20 16-QAM 3/4 3 117 130 243 270 21 64-QAM 2/3 3 156 173.3 324 360 22 64-QAM 3/4 3 175.5 195 364.5 405 23 64-QAM 5/6 3 195 216.7 405 450 24 BPSK 1/2 4 26 28.9 54 60 25 QPSK 1/2 4 52 57.8 108 120 26 QPSK 3/4 4 78 86.7 162 180 27 16-QAM 1/2 4 104 115.6 216 240 28 16-QAM 3/4 4 156 173.3 324 360 29 64-QAM 2/3 4 208 231.1 432 480 30 64-QAM 3/4 4 234 260 486 540 31 64-QAM 5/6 4 260 288.9 540 600

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C. CARA Algorithm on NS -3 Simulator

NS-3 is a new network simulator developed from network simulator NS-2. NS-3 is designed to provide network simulators that meet the needs of current network research. The development of NS-3 began in 2006 and in 2017, the latest stable version of NS-3 is NS-3.26. NS-3 uses C ++ and python programming languages.

NS-3.26 has a PHY rate model HtMcs for the IEEE 802.11n WLAN developed by Ghada Badawy and Sébastien Deronne. In NS-3.26 also available model of CARA algorithm implemented by Federico Maguolo. Implementation of CARA algorithm model in NS-3.26 can be found in file \ns-3.26\src\wifi\model\cara-wifi-manager.cc and header file in \ns-3.26\src\wifi\model\cara-wifi-manager.h. However CARA in NS-3 cannot be used for rate adaptation in IEEE 802.11n as shown in Fig.1. In this paper, we use both files as the basis for the development of the proposed method. NS-3.26 also has Minstrel-HT algorithm model. In our previous work, we have evaluated Minstrel-HT's performance in fading and non-fading channels [12]. In this paper, CARA-HT performance also compares with Minstrel-HT.

III. RESEARCH METHODOLOGY

We developed the proposed method in two stages. In the first stage, we created and implemented the CARA-HT algorithm on NS-3.26. In the second phase, we evaluated the performance of the CARA-HT algorithm through a number of simulations extensively.

A. Method for Development of CARA-HT Algorithm

The development and implementation of CARA-HT algorithm is done based on the steps according to the method of adding new algorithm model on NS-3. First we identify the functionality and attributes required by the CARA-HT algorithm. We also identify the functionality and attributes that are currently available on the CARA model algorithm. We then identified the reusable code part of the CARA algorithm for the implementation of the CARA-HT algorithm.

We then identified the dependencies required by the CARA-HT algorithm, evaluating the coding style, determining the source three for placing the CARA-HT source code in the

NS-3 directory, determining the include guard and determining the CARA-HT namespace on NS-3. In the final stages we write coding for the implementation of the functions and attributes required by the CARA-HT algorithm. Then we tested the CARA-HT coding to make sure the algorithm is working properly and no errors are generated.

B. Simulation Method for CARA-HT Performance Evaluation

At this stage we evaluated the performance of the CARA-HT algorithm through simulations extensively using NS-3.26. Our performance evaluation is done to ascertain whether all the functions and attributes contained in the CARA-HT algorithm are working properly. Some functions of the CARA-HT algorithm being tested such as the MPDU delivery function using and without using AMPDU, the data transmission function uses a combination of spatial streams, GI type and different channel bandwidth sizes. At the end we tested the

Fig. 1. CARA-HT error message in NS-3.26

Fig. 2. Simulation topology

TABLE II. SIMULATION PARAMETERS

Number of AP 1

Number of STA 1

STA to AP maximum distances 100 m

PHY model YansWifiPhy

Energy detection threshold -96.0 dBm

Cca model threshold -99.0 dBm

Tx Power 16.02 dBm

TX/RX gain 1 dB

Rx noise figure 7 dB

Number odf Tx/Rx antenna 3 and 4 streams

Guard Interval 800 ns (GI) or 400 ns (short-GI)

Bandwidth 20/40 MHz

Frequency 5 GHz

Channel loss model LogDistancePropagationLoss

Channel delay model Constant speed

Error model NistErrorRateModel

Mac Model HT-MAC

Maximum A-MPDU sizes 65535 bytes

RTS/CTS threshold 65535 bytes (disable)

EDCA access category Best Effort

IP network / Transport IPv4 /UDP

Application model OnOffApplication

Data rate 600 Mbps

Packet size 1420 bytes

Start time 0.5 s

Simulation times 100 second

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main function of the proposed method that is the adaptability of data rate based on the channel error and collision error.

Simulation scenarios for performance evaluation of CARA-HT algorithm, we do based on topology as shown in Fig. 2. In the simulation of adaptation rate based on error channel we do as follows. A station (STA) at a distance of 5 meters from Access Point (AP) transmits 600 Mbps constant bit rate (CBR) traffic, packet size is 1420 bytes and uses UDP transport protocol. The STA then moves away toward the right up to a distance of 100 meters from the AP at a speed of 1m / s. This distance change is intended to increase the probability of the error channel. Throughput we count on the AP side.

In the simulation rate adaptation based on collision error, we add one STA which always sends CBR traffic to AP using MCS0. To create a hidden terminal condition, the initial position of the first STA we place on the 10 m to the right of the AP and the second STA on the left 85m AP. For CARA-HT performance to be evaluated, an average of 5 seconds through CARA-HT then we compare with constant rate throughput (non-rate adaptation) and Minstrel-HT throughput. The other parameters we used in the simulation are shown in TABLE II.

IV. RESULT AND DICUSSION

In this section we describe the development and evaluation of CARA-HT algorithm performance.

A. Development of CARA-HT Algorithm

Based on CARA-HT algorithm model development method described in section III, we have developed CARA-HT pseudo code algorithm as shown in Pseudocode 1. Pseudocode CARA-HT algorithm consists of initialization part (lines 2-17), function to increment data rate for the success of MPDU transmissions, without or using AMPDU (lines 20-40), a function for data rate decrement for MPDU transmission failures (lines 43-51), a function for determining MPDU/AMPDU transmission parameters in the DataTxVector (lines 54-80) function to specify RTS transmission parameters in RtsTxVector (lines 82-94) and RTS/CTS mode activation function dynamically (line 96-100).

In the initialization section we add new attributes that were not previously available in the CARA algorithm, which is chWidth (channel width), sgi (short guard interval), streams (number of spatial streams) and maxHtRateId (maximum number of ID of HT rate). These four attributes are used to identify the HT data rate list supported by STA and AP. Additionally we also added the nSuccessfulMpdus (number of successful transmission of MPDU) and maxAMPDU (maximum size of A-MPDU) attributes used when a terminal activates the AMPDU transmission mode.

In CARA-HT, for each ACK received then the value of the success attribute will be updated depending on whether the MPDU is sent using AMPDU or not. If not, then the attribute value success is incremented. But if using AMPDU, then the value of attribute success summed with nSuccessfulMpdus. So on CARA-HT, MPDU transmission using AMPDU can accelerate the attribute's success value to its threshold value. If

Pseudocode 1. CARA-HT algorithm 1: 2: 3: 4: 5: 6: 7: 8: 9: 10: 11: 12: 13: 14: 15: 16: 17: 18: 19: 20: 21: 22: 23: 24: 25: 26: 27: 28: 29: 30: 31: 32: 33: 34: 35: 36: 37: 38: 39: 40: 41: 42: 43: 44: 45: 46: 47: 48: 49: 50: 51: 52: 53: 54: 55: 56: 57: 58: 59: 60: 61: 62: 63: 64: 65: 66: 67: 68: 69: 70:

Initialization: probeThreshold = 1; failureThreshold = 2; successThreshold = 10; timerTimeout = 15; rate = 0; success = 0; failed = 0; timer = 0; chWidth = 0; sgi = true; streams = 1; maxHtRateId = 7; nSuccessfulMpdus = 0; maxAMPDU = 0; GetDataTxVector () GetRtsTxVector () For each ACK: Begin if maxAMPDU < 2*MPDU then timer++; success++; failed = 0; if ((success = successThreshold || timer > timerTimeout) && (rate < maxHtRateId)) then rate++; timer = 0; success = 0; else success += nSuccessfulMpdus; failed = 0; retry = 0; if ((success >= successThreshold) && (rate < maxHtRateId)) then rate++; timer = 0; success = 0; nSuccessfulMpdus = 0; end For each packet loss: begin timer++; failed++; success = 0; if failed >= failureThreshold then if (rate != 0) then rate--; failed = 0; timer = 0; DoNeedRts() end

GetDataTxVector () begin chWidth = GetChWidth (); sgi = GetShortGuardInterval (); streams = GetNumberOfSupportedRxAntennas (); if (chWidth = 40 && sgi = true && ss = 4) then rate = {0 ~ 127); if (chWidth = 40 && sgi = true && ss = 3) then rate = {0 ~ 95); if (chWidth = 40 && sgi = true && ss = 2) then rate = {0 ~ 63); if (chWidth = 40 && sgi = true && ss = 1) then rate = {0 ~ 31); if (chWidth = 40 && sgi = false && ss = 4) then rate = {0 ~ 63); if (chWidth = 40 && sgi = false && ss = 3) then rate = {0 ~ 47); if (chWidth = 40 && sgi = false && ss = 2) then rate = {0 ~ 31); if (chWidth = 40 && sgi = false && ss = 1) then rate = {0 ~ 15); if (chWidth = 20 && sgi = true && ss = 4) then rate = {0 ~ 63); if (chWidth = 20 && sgi = true && ss = 3) then rate = {0 ~ 47); if (chWidth = 20 && sgi = true && ss = 2) then rate = {0 ~ 31); if (chWidth = 20 && sgi = true && ss = 1) then rate = {0 ~ 15);

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success is greater than or equal to successThreshold and txrate (index rate) is currently smaller than maxHtRateId then CARA-HT increment the index rate.

For every failure MPDU transmission, CARA-HT increase the failed attribute. Then checked, if the attribute value failed is greater than or equal to probeThreshold then MPDU retransmission is done in RTS/CTS mode. If the retransmit MPDU using RTS/CTS is still have failure, then the value of the txrate attribute will be decrease.

GetDataTxVector() function is used to specify the TxVector parameter of an MPDU transmission. This function begins with calling the GetChWidth(), GetShortGuardInterval() and GetNumberOfSupportAntenna() functions to obtain channel bandwidth size, guard interval and the number of antennas used by the transmitter. From the information then made a list of transmitter index rate. For example, if chWidth = 20, sgi = false and streams = 1 then the available rate index is 0-7, that means the transmitter has a choice of data rate 6.5 to 65 Mbps. However if chWidth = 40, sgi = true and streams = 4 then the available rate index is 0-127 or available options up to 600 Mbps. The final part of this function returns the value of the TxVector parameter used for MPDU transmission.

The DoNeedRts() function is used to enable MPDU sending using the RTS/CTS scheme. If the number of MPDU transmit failures is equal to or greater than the value of the probeThreshold attribute, then CARA-HT activates the RTS/CTS transmit mode. When RTS/CTS mode is enabled, before the MPDU is transmitted, the GetRtsTxVector function will be called for known TxVector parameters used for transmitting RTS frame.

We have written the CARA-HT code algorithm for NS-3 and saved it in the file cara-ht-wifi-manager.cc and cara-ht-

wifi-manager.h. Both files have been placed in the /ns-3/ns3.26/src/wifi/model/ directory. The names of the two files have also been added in the wscript file in /ns-3/ns3.26/src/wifi/. We have tested the CARA-HT implementation on NS-3.26 using the tool ./test.py. Test results have shown 230 tests passed, 3 skipped, 0 failed, 0 crashed and 0 valgrine errors.

B. CARA-HT Performance Evaluation

Fig. 3 and Fig. 4 show the throughput resulting from the CARA-HT rate adaptation of channel quality changes. From both figures it can be validated that the function of sending MPDU without and using AMPDU has functioned properly. Both figures also show MPDU transmission function using various combinations of channel bandwidth size, guard interval and number of spatial streams to function properly.

Without transmission and using AMPDU, CARA-HT can generate maximum throughput equal to a constant rate, but it takes a few seconds to reach it. This is caused by MPDU transmission always begins using the lowest data rate. Similarly, when channel quality changes, CARA-HT manages to adjust the data rate to channel quality changes. However, the

Pseudocode 1. CARA-HT algorithm (continued) 71: 72: 73: 74: 75: 76: 77: 78: 79: 80: 81: 82: 83: 84: 85: 86: 87: 88: 89: 90: 91: 92: 93: 94: 95: 96: 97: 99:

100:

if (chWidth = 20 && sgi = false && ss = 4) then rate = {0 ~ 31); if (chWidth = 20 && sgi = false && ss = 3) then rate = {0 ~ 23); if (chWidth = 20 && sgi = false && ss = 2) then rate = {0 ~ 15); if (chWidth = 20 && sgi = false && ss = 1) then rate = {0 ~ 7); maxHtRateId = (8 * (chWidth/20) * (sgi+1) * (ss))-1; maxAMPDU = GetAggregation (); return WifiTxVector (GetMcsSupported, GetDefaultTxPower

Level (), GetLongRetryCount (), sgi, ss, GetNess (), chWidth, GetAggregation (),GetStbc();

end GetRtsTxVector () begin if (rate < lastDataRate); then rtsrate = GetBasicMode (0); rateFound = true; if (rateFound); then i = 0 ; i < nSupportRates; i++; if (rate < lastDataRate); then rtsrate = GetMode (0); rateFound = true; return WifiTxVector (rtsRate, GetDefaultTxPowerLevel (),

GetShortRetryCount (), false, 1, 0, 20, false, false); end DoNeedRts () Begin return normally || failed >= probeThreshold; end

Fig. 3. CARA-HT performance in non-AMPDU and channel error

Fig. 4. CARA-HT performance in AMPDU and channel error

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resulting throughput is not optimal yet because it is still under constant rate throughput.

In Fig. 5 and Fig. 6 show the result of throughput from the CARA-HT rate adaptation with channel error and collision error. When transmitting without using AMPDU (Fig. 5), throughput from CARA-HT using 3 and 4 spatial stream seem constant at 23 and 26 Mbps. The throughput constant is generated when the STA is at a distance of 5 m to a distance of 80 m from the AP. Throughput constant validates CARA-HT does not change data rate when collision occurs. In contrast to the throughput generated by Minstrel-HT, the throughput is variable because when collision data rate occurs it will be changed using a lower data rate. When transmitting using AMPDU (Fig. 6), the throughput generated by CARA-HT is better than the Minstrel-HT throughput. But the collision is very influential on the throughput of both algorithms. CARA-HT produces a relatively stable throughput, while Minstrel-HT seems to fail to determine optimal data rate when the collision occurs.

V. CONCLUSION

In this paper we have improved the Collision-Aware Rate Adaptation (CARA) algorithm to take advantage of MAC and PHY 802.11n capabilities and call it CARA for High Throughput (CARA-HT). We have added the function of checking the success and failure of MPDU transmission using AMPDU, DataTxVector and RtsTxVector checking function based on bandwidth of channel, guard interval and number of streams, and checking function of data transmission requirement using RTS/CTS mode. We implemented the CARA-HT algorithm on NS-3.26. The addition of these functions has been tested using ./test.py which gives 230 tests passed, 3 skipped, 0 failed, 0 crashed and 0 valgrine errors. We have also evaluated the performance of the CARA-HT algorithm through extensive simulations. The simulation results show the throughput produced by CARA-HT is better than Minstrel-HT. CARA-HT produces a relatively stable throughput decline, while Minstrel-HT appears to fail to determine the optimal data rate in the event of a collision.

REFERENCES [1] "IEEE Standard for Wireless LAN Medium Access Control

(MAC)and Physical Layer (PHY) Specifications Amendment 5: Enhancements for Higher Throughput," IEEE Std 802.11n-2009, vol., no., pp.1-565, Oct. 29 2009.

[2] F. Fietkau and D. Smithies, “Linux Wireless Minstrel High Throughput.”, Minstrel-Ath9k driver http://linuxwireless.org/en/users/ Drivers/ath9k.

[3] D. Nguyen and J. J. Garcia-Luna-Aceves, "A practical approach to rate adaptation for multi-antenna systems," 2011 19th IEEE International Conference on Network Protocols, Vancouver, BC, 2011, pp. 331-340.

[4] A. B. Makhlouf and M. Hamdi, "Practical Rate Adaptation for Very High Throughput WLANs," IEEE Trans. Wirel., vol. 12, no. 2, pp. 908-916, February 2013.

[5] I. Pefkianakis, S. B. Lee and S. Lu, "Towards MIMO-Aware 802.11n Rate Adaptation," IEEE/ACM Trans. Netw., vol. 21, no. 3, pp. 692-705, June 2013.

[6] S. Seytnazarov and Young-Tak Kim, "Cognitive rate adaptation for high throughput IEEE 802.11n WLANs," 2013 15th Asia-Pacific Network Operations and Management Symposium (APNOMS), Hiroshima, Japan, 2013, pp. 1-6.

[7] L. Deek, E. Garcia-Villegas, E. Belding, S.-J. Lee and K. Almeroth, "A practical framework for 802.11 {MIMO} rate adaptation", Comp. Netw., vol. 83, pp. 332-348, 2015.

[8] R. Karmakar, S. Chattopadhyay and S. Chakraborty, "Dynamic link adaptation for High Throughput wireless access networks," 2015 IEEE International Conference on Advanced Networks and Telecommuncations Systems (ANTS), Kolkata, 2015, pp. 1-6

[9] S. Byeon, K. Yoon, O. Lee, W. Cho, S. Oh, and S. Choi, “MoFA: Mobility-Aware Frame Aggregation in Wi-Fi,” in Proc. ACM CoNEXT, Dec. 2014.

[10] S. Byeon, K. Yoon, C. Yang and S. Choi, "STRALE: Mobility-aware PHY rate and frame aggregation length adaptation in WLANs," IEEE INFOCOM 2017 - IEEE Conference on Computer Communications, Atlanta, GA, 2017, pp. 1-9.

[11] S. Kim, L. Verma, S. Choi and D. Qiao, "Collision-aware rate adaptation in multi-rate WLANs: Design and implementation", Comp. Netw., vol. 54, no. 17, pp. 3011-3030, Dec. 2011.

[12] T. Y. Arif, R. Munadi and Fardian, “Evaluation of the Minstrel-HT Rate Adaptation Algorithm in IEEE 802.11n WLANs,” International Journal of Simulation Systems, Science & Technology, vol. 18, no. 1, pp. 11.1-11.7, March 2017.

Fig. 5. CARA-HT performance with non-AMPDU and collision error

Fig. 6. CARA-HT performance with AMPDU and collision error

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THE 6TH ICOICT CONFERENCE 2018 - RP2U Unsyiah

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