Improvement of Global Hydrological Models Using GRACE Data

Geophysical surveys - Tập 29 - Trang 375-397 - 2008
Andreas Güntner1
1GFZ German Research Centre for Geosciences, Potsdam, Germany

Tóm tắt

After about 6 years of GRACE (Gravity Recovery and Climate Experiment) satellite mission operation, an unprecedented global data set on the spatio-temporal variations of the Earth’s water storage is available. The data allow for a better understanding of the water cycle at the global scale and for large river basins. This review summarizes the experiences that have been made when comparing GRACE data with simulation results of global hydrological models and it points out the prerequisites and perspectives for model improvements by combination with GRACE data. When evaluated qualitatively at the global scale, water storage variations on the continents from GRACE agreed reasonably well with model predictions in terms of their general seasonal dynamics and continental-scale spatial patterns. Differences in amplitudes and phases of water storage dynamics revealed in more detailed analyses were mainly attributed to deficiencies in the meteorological model forcing data, to missing water storage compartments in the model, but also to limitations and errors of the GRACE data. Studies that transformed previously identified model deficiencies into adequate modifications of the model structure or parameters are still rare. Prerequisites for a comprehensive improvement of large-scale hydrological models are in particular the consistency of GRACE observation and model variables in terms of filtering, reliable error estimates, and a full assessment of the water balance. Using improvements in GRACE processing techniques, complementary observation data, multi-model evaluations and advanced methods of multi-objective calibration and data assimilation, considerable progress in large-scale hydrological modelling by integration of GRACE data can be expected.

Tài liệu tham khảo

Andersen OB, Hinderer J (2005) Global inter-annual gravity changes from GRACE: early results. Geophys Res Lett 32:L01402. doi:10.1029/2004GL020948

Andersen OB, Seneviratne SI, Hinderer J, Viterbo P (2005) GRACE-derived terrestrial water storage depletion associated with the 2003 European heat wave. Geophys Res Lett 32:L18405. doi:10.1029/2005GL023574

Bastidas LA, Gupta HV, Sorooshian S (2002) Emerging paradigms in the calibration of hydrogloical models. In: Singh VP, Frevert DK (eds) Mathematical model of large watershed hydrology. Water Resources Publications, LLC, Highlands Ranch, pp 25–66

Chen JL, Rodell M, Wilson CR, Famiglietti JS (2005a) Low degree spherical harmonic influences on gravity recovery and climate experiment (GRACE) water storage estimates. Geophys Res Lett 32:L14405. doi:10.1029/2005GL022964

Chen JL, Wilson CR, Famiglietti JS, Rodell M (2005b) Spatial sensitivity of gravity recovery and climate experiment (GRACE) time-variable gravity observations. J Geophys Res 110:B08408. doi:10.1029/2004JB003536

Fekete BM, Vorosmarty CJ, Grabs W (2002) High-resolution fields of global runoff combining observed river discharge and simulated water balance. Glob Biochem Cycles 16(3):1042. doi:10.1029/1999GB001254

Frappart F, Ramillien G, Biancamaria S, Mognard NM, Cazenave A (2006) Evolution of high-latitude snow mass derived from the GRACE gravimetry mission (2002–2004). Geophys Res Lett 33:L02501. doi:10.1029/2005GL024778

Güntner A, Stuck J, Werth S, Döll P, Verzano K, Merz B (2007b) A global analysis of temporal and spatial variations in continental water storage. Water Resour Res 43(5):W05416. doi:10.1029/2006WR005247

Lettenmaier DP, Famiglietti JS (2006) Hydrology—water from on high. Nature 444(7119):562–563

Luthcke SB, Rowlands DD, Lemoine FG, Klosko SM, Chinn D, McCarthy JJ (2006) Monthly spherical harmonic gravity field solutions determined from GRACE inter-satellite range-rate data alone. Geophys Res Lett 33:L02402. doi:10.1029/2005GL024846

Ngo-Duc T, Polcher J, Laval K (2005) A 53-year forcing data set for land surface models. J Geophys Res D: Atmospheres 110:D06116. doi:10.1029/2004JD005434

Ngo-Duc T, Laval K, Ramillien G, Polcher J, Cazenave A (2007) Validation of the land water storage simulated by organising carbon and hydrology in dynamic ecosystems (ORCHIDEE) with gravity recovery and climate experiment (GRACE) data. Water Resour Res 43(4):W04427. doi:10.1029/2006WR004941

Niu G-Y, Seo KW, Yang Z-L, Wilson C, Su H, Chen J, Rodell M (2007a) Retrieving snow mass from GRACE terrestrial water storage change with a land surface model. Geophys Res Lett 34:L15704. doi:10.1029/2007GL030413

Niu GY, Yang ZL, Dickinson RE, Gulden LE, Su H (2007b) Development of a simple groundwater model for use in climate models and evaluation with gravity recovery and climate experiment data. J Geophys Res-Atmospheres 112(D7). doi:10.1029/2006JD007522

Rangelova E, van der Wal W, Braun A, Sideris MG, Wu P (2007) Analysis of gravity recovery and climate experiment time-variable mass redistribution signals over North America by means of principal component analysis. J Geophys Res Earth Surf 112(F3):F03002. doi:10.1029/2006JF000615

Rodell M, Famiglietti JS, Chen J, Seneviratne SI, Viterbo P, Holl S, Wilson CR (2004) Basin scale estimates of evapotranspiration using GRACE and other observations. Geophys Res Lett 31:L20504. doi:10.1029/2004GL020873

Rodell M, Zaitchik BF, Reichle RH (2007a) Assimilation of GRACE dervied terrestrial water storage data into a hydrological model. In: Eos Trans AGU, 88(52), Fall Meet Suppl, Abstract G31A-04

Schmidt M, Han SC, Kusche J, Sanchez L, Shum CK (2006a) Regional high-resolution spatiotemporal gravity modeling from GRACE data using spherical wavelets. Geophys Res Lett 33(8):L08403. doi:10.1029/2005GL025509

Schmidt R, Flechtner F, Güntner A, König R, Meyer U, Neumayer K-H, Reigber C, Rothacher M, Petrovic S, Zhu S-Y (2007) GRACE time-variable gravity accuracy assessment. In: Rizos C, Tregoning P (eds) Dynamic planet—monitoring and understanding a dynamic planet with geodetic and oceanographic tools. Springer, Berlin, August 22–27, 2005, pp 237–243

Schmidt R, Petrovic S, Güntner A, Barthelmes F, Wünsch J (2008a) Periodic components of water storage changes from GRACE and global hydrology models. J Geophys Res: Solid Earth. doi:10.1029/2007JB005363

Seo KW, Wilson CR, Famiglietti JS, Chen JL, Rodell M (2006) Terrestrial water mass load changes from gravity recovery and climate experiment (GRACE). Water Resour Res 42(5):W05417. doi:10.1029/2005WR004255

Steffen H, Denker H, Müller J (2008) Glacial isostatic adjustment in Fennoscandia from GRACE data and comparison with geodynamical models. J Geodyn. doi:10.1016/j.jog.2008.03.002

Swenson SC, Milly PCD (2006) Climate model biases in seasonality of continental water storage revealed by satellite gravimetry. Water Resour Res 42:W03201. doi:10.1029/2005WR004628

Swenson S, Wahr J (2007) Multi-sensor analysis of water storage variations of the Caspian Sea. Geophys Res Lett 34(16):L16401. doi:10.1029/2007GL030733

Swenson S, Wahr J, Milly PCD (2003) Estimated accuracies of regional water storage variations inferred from the gravity recovery and climate experiment (GRACE). Water Resour Res 39(8):1223. doi:10.1029/2002WR001808

Syed TH, Famiglietti JS, Zlotnicki V, Rodell M (2007) Contemporary estimates of Pan-Arctic freshwater discharge from GRACE and reanalysis. Geophys Res Lett 34(19):L19404. doi:10.1029/2007GL031254

Syed TH, Famiglietti JS, Rodell M, Chen J, Wilson CR (2008) Analysis of terrestrial water storage changes from GRACE and GLDAS. Water Resour Res 44:W02433. doi:10.1029/2006WR005779

Tapley BD, Bettadpur SV, Watkins M, Reigber C (2004a) The gravity recovery and climate experiment: mission overview and early results. Geophys Res Lett 31:L09607. doi:10.1029/2004GL019920

Wahr J, Swenson S, Zlotnicki V, Velicogna I (2004) Time-variable gravity from GRACE: first results. Geophys Res Lett 31:L11501. doi:10.1029/2004GL019779

Wood EF, Lettenmaier DP, Liang X, Lohmann D, Boone A, Chang S, Chen F, Dai YJ, Dickinson RE, Duan QY, Ek M, Gusev YM, Habets F, Irannejad P, Koster R, Mitchel KE, Nasonova ON, Noilhan J, Schaake J, Schlosser A, Shao YP, Shmakin AB, Verseghy D, Warrach K, Wetzel P, Xue YK, Yang ZL, Zeng QC (1998) The project for intercomparison of land-surface parameterization schemes (PILPS) phase 2(c) Red-Arkansas River basin experiment: 1. Experiment description and summary intercomparisons. Glob Planet Change 19(1–4):115–135

Yeh PJF, Swenson SC, Famiglietti JS, Rodell M (2006) Remote sensing of groundwater storage changes in Illinois using the gravity recovery and climate experiment (GRACE). Water Resour Res 42(12):W12203. doi:10.1029/2006WR005374