Water mass changes inferred by gravity field variations with GRACE

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Water mass changes inferred by gravity field variations with GRACE E. Fagiolini 1 , Ch. Gruber 1 , H. Apel 2 , N. V. Dung 2 , A. Güntner 2 (1) GFZ, 1.2 Global Geomonitoring and Gravity Field (2) GFZ, 5.4 Hydrology EGU 2013, Vienna, Austria

Transcript of Water mass changes inferred by gravity field variations with GRACE

Water mass changes inferred by gravity field variations with GRACE

E. Fagiolini1, Ch. Gruber1, H. Apel2, N. V. Dung2, A. Güntner2

(1) GFZ, 1.2 Global Geomonitoring and Gravity Field

(2) GFZ, 5.4 Hydrology

EGU 2013, Vienna, Austria

Overview

Gravity field determination: RL05, RBF, Kalman.

Characteristics and potentiality.

Comparisons with global hydrological model (WGHM).

Regional time series.

Mekong delta.

RL05, RBF, Kalman Inputs and post-filtering

KBRR LEVEL 1B

EPOSOC dynamic orbit processing

AOD1B atmosph. ocean

TIDES solid E. direct t. ocean t.

EIGEN6C static

EIGEN6C annual semiannualtrends

WGHM monthly

Gauss 200 km

Kusche DDK2 ~340 km

RL05

RBF

Kalman (daily)

stochastic

• RL05: standard dynamic approach (spherical harmonics).

• RBF: radial basis function (Poisson kernel), boundary value problem, regularized (Tikhonov) inversion of 1 month accumulated in-situ data.

• KALMAN daily: Kalman filter, prediction matrix.

Seasonal Amplitude

Annual Phase

Trends

Offset to background

Degree variances: spatial resolution

Correlation with hydrology

r( RL05 , WGHM ) , p < 0.005 r( RBF , WGHM ) , p < 0.005

Correlation differences

r( RL05 , WGHM) - r(RBF , WGHM)

RBF RL05

Amplitude differences

ARL05 – AWGHM ARBF – AWGHM

Amplitude differences

RBF RL05

| ARBF – AWGHM | - | ARL05 – AWGHM |

Alps

Bangladesh

Tigris

Deserts: noise level [Ewh]

Mekong Delta

Dung et al.“Multi-objective automatic calibration of hydrodynamic models utilizing inundation maps and gauge data” (2011), Hydrology and Earth System Sciences.

Comparing mass changes from GRACE with explicit hydraulic simulations of the large scale annual inundation volume (red points: calibration).

Mekong Delta

how to choose a good mask? leakage in / leakage out

Mekong Delta

Mekong Delta

Mekong Delta

Outlook and conclusion

• Intention: higher spatial and temporal resolution by radial basis function and Kalman filtering.

• Different approaches: similar results and new potentiality.

• Conversion of KBRR to in-situ gravitational acceleration works well.

• Relatively low computational cost.

• More signal power in short wavelength.

• Global and regional solutions feasible.

• Very good agreement with hydrologic modeling in Mekong Delta.