Abstract
Throughout the past decade, the Gravity Recovery and Climate Experiment (GRACE) has given an unprecedented view on global variations in terrestrial water storage. While an increasing number of case studies have provided a rich overview on regional analyses, a global assessment on the dominant features of GRACE variability is still lacking. To address this, we survey key features of temporal variability in the GRACE record by decomposing gridded time series of monthly equivalent water height into linear trends, inter-annual, seasonal, and subseasonal (intra-annual) components. We provide an overview of the relative importance and spatial distribution of these components globally. A correlation analysis with precipitation and temperature reveals that both the inter-annual and subseasonal anomalies are tightly related to fluctuations in the atmospheric forcing. As a novelty, we show that for large regions of the world high-frequency anomalies in the monthly GRACE signal, which have been partly interpreted as noise, can be statistically reconstructed from daily precipitation once an adequate averaging filter is applied. This filter integrates the temporally decaying contribution of precipitation to the storage changes in any given month, including earlier precipitation. Finally, we also survey extreme dry anomalies in the GRACE record and relate them to documented drought events. This global assessment sets regional studies in a broader context and reveals phenomena that had not been documented so far.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Abelen S, Seitz F (2013) Relating satellite gravimetry data to global soil moisture products via data harmonization and correlation analysis. Remote Sens Environ 136:89–98. doi:10.1016/j.rse.2013.04.012
Abelen S, Seitz F, Abarca-del-Rio R, Güntner A (2015) Droughts and floods in the La Plata basin in soil moisture data and GRACE. Remote Sens 7:7324–7349. doi:10.3390/rs70607324
Ahmed M et al (2011) Integration of GRACE (gravity recovery and climate experiment) data with traditional data sets for a better understanding of the time-dependent water partitioning in African watersheds. Geology 39:479–482. doi:10.1130/G31812.1
Ahmed M, Sultan M, Wahr J, Yan E (2014) The use of GRACE data to monitor natural and anthropogenic induced variations in water availability across Africa. Earth-Sci Rev 136:289–300. doi:10.1016/j.earscirev.2014.05.009
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
Arendt A, Luthcke S, Gardner A, O’Neel S, Hill D, Moholdt G, Abdalati W (2013) Analysis of a GRACE global mascon solution for Gulf of Alaska glaciers. J Glaciol 59:913–924. doi:10.3189/2013JoG12J197
Awange JL, Sharifi MA, Ogonda G, Wickert J, Grafarend EW, Omulo MA (2008) The falling Lake Victoria water level: GRACE, TRIMM and CHAMP satellite analysis of the lake basin. Water Resour Manag 22:775–796. doi:10.1007/s11269-007-9191-y
Barletta V, Bordoni A, Aoudia A, Sabadini R (2012) Squeezing more information out of time variable gravity data with a temporal decomposition approach. Global Planet Change 82–83:51–64. doi:10.1016/j.gloplacha.2011.11.010
Baur O (2012) On the computation of mass-change trends from GRACE gravity field time-series. J Geodyn 61:120–128. doi:10.1016/j.jog.2012.03.007
Becker M, Llovel W, Cazenave A, Güntner A, Crétaux J-F (2010) Recent hydrological behavior of the East African great lakes region inferred from GRACE, satellite altimetry and rainfall observations. C R Geosci 342:223–233. doi:10.1016/j.crte.2009.12.010
Benjamini Y, Hochberg Y (1995) Controlling the false discovery rate: a practical and powerful approach to multiple testing. J R Stat Soc B Methodol 57:289–300
Bergmann I, Ramillien G, Frappart F (2012) Climate-driven interannual ice mass evolution in Greenland. Global Planet Change 82–83:1–11. doi:10.1016/j.gloplacha.2011.11.005
Beven KJ (2012) Rainfall-runoff modelling: the primer, 2nd edn. Wiley, Chichester. doi:10.1002/9781119951001
Bonin JA, Bettadpur S, Tapley BD (2012) High-frequency signal and noise estimates of CSR GRACE RL04. J Geodesy 86:1165–1177. doi:10.1007/s00190-012-0572-5
Chen JL, Tapley BD, Wilson CR (2006a) Alaskan mountain glacial melting observed by satellite gravimetry. Earth Planet Sci Lett 248:368–378. doi:10.1016/j.epsl.2006.05.039
Chen JL, Wilson CR, Tapley BD (2006b) Satellite gravity measurements confirm accelerated melting of Greenland ice sheet. Science 313:1958–1960. doi:10.1126/science.1129007
Chen JL, Wilson CR, Famiglietti JS, RodellM(2007a) Attenuation effect on seasonal basin-scale water storage changes from GRACE time-variable gravity. J Geodesy 81:237–245. doi:10.1007/s00190-006-0104-2
Chen JL, Wilson CR, Tapley BD, Blankenship DD, Ivins ER (2007b) Patagonia icefield melting observed by gravity recovery and climate experiment (GRACE). Geophys Res Lett 34:L22501. doi:10.1029/2007GL031871
Chen JL, Wilson CR, Tapley BD (2010a) The 2009 exceptional Amazon flood and interannual terrestrial water storage change observed by GRACE. Water Resour Res 46:W12526. doi:10.1029/2010WR009383
Chen JL, Wilson CR, Tapley BD, Longuevergne L, Yang ZL, Scanlon BR (2010b) Recent La Plata basin drought conditions observed by satellite gravimetry. J Geophys Res-Atmos 115:D22108. doi:10.1029/2010JD014689
Chen J, Li J, Zhang Z, Ni S (2014) Long-term groundwater variations in Northwest India from satellite gravity measurements. Global Planet Change 116:130–138. doi:10.1016/j.gloplacha.2014.02.007
Chen J, Famiglietti JS, Scanlon BR, Rodell M (2015) Groundwater storage changes: present status from GRACE observations. Surv Geophys. doi:10.1007/s10712-015-9332-4
Cheng M, Ries J, Tapley B (2011) Variations of the Earth’s figure axis from satellite laser ranging and GRACE. J Geophys Res-Solid Earth 116:B01409. doi:10.1029/2010JB000850
Chew CC, Small EE (2014) Terrestrial water storage response to the 2012 drought estimated from GPS vertical position anomalies. Geophys Res Lett 41:6145–6151. doi:10.1002/2014GL061206
Cleveland RB, Cleveland WS, McRae JE, Terpenning I (1990) STL: a seasonal-trend decomposition procedure based on loess. J Off Stat 6:3–73
Crowley JW, Mitrovica JX, Bailey RC, Tamisiea ME, Davis JL (2006) Land water storage within the Congo Basin inferred from GRACE satellite gravity data. Geophys Res Lett 33:L19402. doi:10.1029/2006GL027070
Davidson EA et al (2012) The Amazon basin in transition. Nature 481:321–328. doi:10.1038/nature10717
Dee DP et al (2011) The ERA-interim reanalysis: configuration and performance of the data assimilation system. Q J R Meteorol Soc 137:553–597. doi:10.1002/qj.828
Döll P, Fritsche M, Eicker A, Müller Schmied H (2014a) Seasonal water storage variations as impacted by water abstractions: comparing the output of a global hydrological model with GRACE and GPS observations. Surv Geophys 35:1311–1331. doi:10.1007/s10712-014-9282-2
Döll P, Müller Schmied H, Schuh C, Portmann FT, Eicker A (2014b) Global-scale assessment of groundwater depletion and related groundwater abstractions: combining hydrological modeling with information from well observations and GRACE satellites. Water Resour Res 50:5698–5720. doi:10.1002/2014WR015595
Duan X, Guo J, Shum C, van der Wal W (2009) On the postprocessing removal of correlated errors in GRACE temporal gravity field solutions. J Geodesy 83:1095–1106. doi:10.1007/s00190-009-0327-0
Dufresne JL et al (2013) Climate change projections using the IPSL-CM5 earth system model: from CMIP3 to CMIP5. Climate Dyn 40:2123–2165. doi:10.1007/s00382-012-1636-1
Eicker A, Schumacher M, Kusche J, Doll P, Muller Schmied H (2014) Calibration/data assimilation approach for integrating GRACE data into the water GAP global hydrology model (WGHM) using an ensemble Kalman filter: first results. Surv Geophys 35:1285–1309. doi:10.1007/s10712-014-9309-8
Famiglietti JS (2014) The global groundwater crisis. Nat Climate Change 4:945–948. doi:10.1038/nclimate2425
Famiglietti JS et al (2011) Satellites measure recent rates of groundwater depletion in California’s Central Valley. Geophys Res Lett 38:L03403. doi:10.1029/2010GL046442
Feng W, Zhong M, Lemoine J-M, Biancale R, Hsu H-T, Xia J (2013) Evaluation of groundwater depletion in North China using the gravity recovery and climate experiment (GRACE) data and ground-based measurements. Water Resour Res 49:2110–2118. doi:10.1002/wrcr.20192
Forootan E, Kusche J (2012) Separation of global time-variable gravity signals into maximally independent components. J Geodesy 86:477–497. doi:10.1007/s00190-011-0532-5
Forootan E et al (2014a) Multivariate prediction of total water storage changes over West Africa from multisatellite data. Surv Geophys 35:913–940. doi:10.1007/s10712-014-9292-0
Forootan E et al (2014b) Separation of large scale water storage patterns over Iran using GRACE, altimetry and hydrological data. Remote Sens Environ 140:580–595. doi:10.1016/j.rse.2013.09.025
Frappart F, Ramillien G (2012) Contribution of GRACE satellite gravimetry in global and regional hydrology, and in ice sheets mass balance, water resources management and modeling. In: Purna N (ed) Water resources management and modeling. InTech, p 322. doi:10.5772/34212
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
Frappart F, Ramillien G, Famiglietti JS (2011a) Water balance of the Arctic drainage system using GRACE gravimetry products. Int J Remote Sens 32:431–453. doi:10.1080/01431160903474954
Frappart F, Ramillien G, Leblanc M, Tweed SO, Bonnet M-P, Maisongrande P (2011b) An independent component analysis filtering approach for estimating continental hydrology in the GRACE gravity data. Remote Sens Environ 115:187–204. doi:10.1016/j.rse.2010.08.017
Frappart F, Papa F, da Silva JS, Ramillien G, Prigent C, Seyler F, Calmant S (2012) Surface freshwater storage and dynamics in the Amazon basin during the 2005 exceptional drought. Environ Res Lett 7:044010. doi:10.1088/1748-9326/7/4/044010
Frappart F, Ramillien G, Ronchail J (2013) Changes in terrestrial water storage versus rainfall and discharges in the Amazon basin. Int J Climatol 33:3029–3046. doi:10.1002/joc.3647
García-García D, Ummenhofer CC, Zlotnicki V (2011) Australian watermass variations fromGRACE data linked to Indo-Pacific climate variability. Remote Sens Environ 115:2175–2183. doi:10.1016/j.rse.2011.04.007
Gardner A et al (2013) A reconciled estimate of glacier contributions to Sea level rise: 2003 to 2009. Science 340:852–857. doi:10.1126/science.1234532
Geruo A, Wahr J, Zhong S (2013) Computations of the viscoelastic response of a 3-D compressible Earth to surface loading: an application to glacial isostatic adjustment in Antarctica and Canada. Geophys J Int 192:557–572. doi:10.1093/gji/ggs030
Gudmundsson L, Seneviratne SI (2015) European drought trends. Proc Int Assoc Hydrol Sci 369:75–79. doi:10.5194/piahs-369-75-2015
Gudmundsson L, Tallaksen LM, Stahl K, Fleig AK (2011) Low-frequency variability of European runoff. Hydrol Earth Syst Sci 15:2853–2869. doi:10.5194/hess-15-2853-2011
Güntner A (2008) Improvement of global hydrological models using GRACE data. Surv Geophys 29:375–397. doi:10.1007/s10712-008-9038-y
Güntner A, Schmidt R, Döll P (2007a) Supporting large-scale hydrogeological monitoring and modelling by time-variable gravity data. Hydrogeol J 15:167–170. doi:10.1007/s10040-006-0089-1
Güntner A, Stuck J, Werth S, Düll P, Verzano K, Merz B (2007b) A global analysis of temporal and spatial variations in continental water storage. Water Resour Res 43:W05416. doi:10.1029/2006WR005247
Hamed KH (2009) Exact distribution of the Mann-Kendall trend test statistic for persistent data. J Hydrol 365:86–94. doi:10.1016/j.jhydrol.2008.11.024
Hamed KH, Rao AR (1998) A modified Mann–Kendall trend test for autocorrelated data. J Hydrol 204:182–196. doi:10.1016/S0022-1694(97)00125-X
Han S-C, Shum CK, Bevis M, Ji C, Kuo C-Y (2006) Crustal dilatation observed by GRACE after the 2004 Sumatra–Andaman earthquake. Science 313:658–662. doi:10.1126/science.1128661
Han S-C, Sauber J, Riva R (2011) Contribution of satellite gravimetry to understanding seismic source processes of the 2011 Tohoku-Oki earthquake. Geophys Res Lett 38:L24312. doi:10.1029/2011GL049975
Han S-C, Riva R, Sauber J, Okal E (2013) Source parameter inversion for recent great earthquakes from a decade-long observation of global gravity fields. J Geophys Res-Solid Earth 118:1240–1267. doi:10.1002/jgrb.50116
Hassan AA, Jin S (2014) Lake level change and total water discharge in East Africa Rift Valley from satellite-based observations. Global Planet Change 117:79–90. doi:10.1016/j.gloplacha.2014.03.005
Hinderer J, Andersen O, Lemoine F, Crossley D, Boy J-P (2006) Seasonal changes in the European gravity field from GRACE: a comparison with superconducting gravimeters and hydrology model predictions. J Geodyn 41:59–68. doi:10.1016/j.jog.2005.08.037
Hoerling M et al (2013) Causes and predictability of the 2012 Great Plains drought. B Am Meteorol Soc 95:269–282. doi:10.1175/BAMS-D-13-00055.1
Houborg R, Rodell M, Li B, Reichle R, Zaitchik BF (2012) Drought indicators based on model-assimilated gravity recovery and climate experiment (GRACE) terrestrial water storage observations. Water Resour Res 48:W07525. doi:10.1029/2011WR011291
Ivins ER, Watkins MM, Yuan D-N, Dietrich R, Casassa G, Rülke A (2011) On-land ice loss and glacial isostatic adjustment at the Drake passage: 2003–2009. J Geophys Res Solid Earth 116:B02403. doi:10.1029/2010JB007607
Jiménez Cisneros BE et al. (2014) Freshwater resources. In: Field CB et al. (eds) Climate change 2014: impacts, adaptation, and vulnerability. Part A: global and sectoral aspects. Contribution of workinggroup II to the fifth assessment report of the intergovernmental panel on climate change. Cambridge University Press, pp 229–269. doi:10.1017/cbo9781107415379.008
Joodaki G, Wahr J, Swenson S (2014) Estimating the human contribution to groundwater depletion in the Middle East, from GRACE data, land surface models, and well observations. Water Resour Res 50:2679–2692. doi:10.1002/2013WR014633
Kusche J (2007) Approximate decorrelation and non-isotropic smoothing of time-variable GRACE-type gravity field models. J Geodesy 81:733–749. doi:10.1007/s00190-007-0143-3
Landerer FW, Swenson SC (2012) Accuracy of scaled GRACE terrestrial water storage estimates. Water Resour Res 48:W04531. doi:10.1029/2011WR011453
Larsen CF, Burgess E, Arendt AA, O’Neel S, Johnson AJ, Kienholz C (2015) Surface melt dominates Alaska glacier mass balance. Geophys Res Lett 42:5902–5908. doi:10.1002/2015GL064349
Long D, Scanlon BR, Longuevergne L, Sun AY, Fernando DN, Save H (2013) GRACE satellite monitoring of large depletion in water storage in response to the 2011 drought in Texas. Geophys Res Lett 40:3395–3401. doi:10.1002/grl.50655
Long D, Longuevergne L, Scanlon BR (2015) Global analysis of approaches for deriving total water storage changes from GRACE satellites. Water Resour Res 51:2574–2594. doi:10.1002/2014WR016853
Longuevergne L, Scanlon B, Wilson C (2010) GRACE hydrological estimates for small basins: evaluating processing approaches on the High Plains Aquifer, USA. Water Resour Res 46:W11517. doi:10.1029/2009WR008564
Morishita Y, Heki K (2008) Characteristic precipitation patterns of El Niño/La Niña in time-variable gravity fields by GRACE. Earth Planet Sci Lett 272:677–682. doi:10.1016/j.epsl.2008.06.003
Mudelsee M (2014) Climate time series analysis: classical statistical and bootstrap methods. Atmospheric and oceanographic sciences library, vol 51, 2nd edn. Springer, New York. doi:10.1007/978-90-481-9482-7
Mueller B, Seneviratne SI (2012) Hot days induced by precipitation deficits at the global scale. Proc Natl Acad Sci 109:12398–12403. doi:10.1073/pnas.1204330109
Papa F, Güntner A, Frappart F, Prigent C, Rossow WB (2008) Variations of surface water extent and water storage in large river basins: a comparison of different global data sources. Geophys Res Lett 35:L11401. doi:10.1029/2008GL033857
Phillips T, Nerem RS, Fox-Kemper B, Famiglietti JS, Rajagopalan B (2012) The influence of ENSO on global terrestrial water storage using GRACE. Geophys Res Lett 39:L16705. doi:10.1029/2012GL052495
Ramillien G, Cazenave A, Brunau O (2004) Global time variations of hydrological signals from GRACE satellite gravimetry. Geophys J Int 158:813–826. doi:10.1111/j.1365-246X.2004.02328.x
Ramillien G, Frappart F, CazenaveA, Güntner A (2005) Time variations of land water storage from an inversion of 2 years of GRACE geoids. Earth Planet Sci Lett 235:283–301. doi:10.1016/j.epsl.2005.04.005
Ramillien G, Lombard A, Cazenave A, Ivins ER, Llubes M, Remy F, Biancale R (2006) Interannual variations of the mass balance of the Antarctica and Greenland ice sheets from GRACE. Global Planet Change 53:198–208. doi:10.1016/j.gloplacha.2006.06.003
Ramillien G, Famiglietti JS, Wahr J (2008) Detection of continental hydrology and glaciology signals from GRACE: a review. Surv Geophys 29:361–374. doi:10.1007/s10712-008-9048-9
Ramillien G, Frappart F, Seoane L (2014) Application of the regional water mass variations from GRACE satellite gravimetry to large-scale water management in Africa. Remote Sens 6:7379–7405. doi:10.3390/rs6087379
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 112:F03002. doi:10.1029/2006JF000615
Rangelova E, van der Wal W, Sideris MG, Wu P (2010) Spatiotemporal analysis of the GRACE-derived mass variations in North America by means of multi-channel singular spectrum analysis. In: Mertikas SP (ed) Gravity, geoid and earth observation, vol 135. International association of geodesy symposia.
Reager JT, Thomas BF, Famiglietti JS (2014) River basin flood potential inferred using GRACE gravity observations at several months lead time. Nat Geosci 7:588–592. doi:10.1038/ngeo2203
Richey AS, Thomas BF, Lo M-H, Famiglietti JS, Swenson S, Rodell M (2015a) Uncertainty in global groundwater storage estimates in a total groundwater stress framework. Water Resour Res 51:5198–5216. doi:10.1002/2015WR017351
Richey AS et al (2015b) Quantifying renewable groundwater stress with GRACE. Water Resour Res 51:5217–5238. doi:10.1002/2015WR017349
Rieser D, Kuhn M, Pail R, Anjasmara IM, Awange J (2010) Relation between GRACE-derived surface mass variations and precipitation over Australia. Aust J Earth Sci 57:887–900. doi:10.1080/08120099.2010.512645
Rodell M, Famiglietti JS (2002) The potential for satellite-based monitoring of groundwater storage changes using GRACE: the High Plains aquifer, Central US. J Hydrol 263:245–256. doi:10.1016/S0022-1694(02)00060-4
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, Chen J, Kato H, Famiglietti JS, Nigro J, Wilson CR (2007) Estimating groundwater storage changes in the Mississippi River basin (USA) using GRACE. Hydrogeol J 15:159–166. doi:10.1007/s10040-006-0103-7
Rodell M, Velicogna I, Famiglietti JS (2009) Satellite-based estimates of groundwater depletion in India. Nature 460:999–1002. doi:10.1038/nature08238
Sakumura C, Bettadpur S, Bruinsma S (2014) Ensemble prediction and intercomparison analysis of GRACE time-variable gravity field models. Geophys Res Lett 41:1389–1397. doi:10.1002/2013GL058632
Sasgen I et al (2012) Timing and origin of recent regional ice-mass loss in Greenland. Earth Planet Sci Lett 333–334:293–303. doi:10.1016/j.epsl.2012.03.033
Schmeer M, Schmidt M, Bosch W, Seitz F (2012) Separation of mass signals within GRACE monthly gravity field models by means of empirical orthogonal functions. J Geodyn 59–60:124–132. doi:10.1016/j.jog.2012.03.001
Schmidt R et al (2006) GRACE observations of changes in continental water storage. Global Planet Change 50:112–126. doi:10.1016/j.gloplacha.2004.11.018
Schmidt R, Flechtner F, Meyer U, Neumayer KH, Dahle C, König R, Kusche J (2008a) Hydrological signals observed by the GRACE satellites. Surv Geophys 29:319–334. doi:10.1007/s10712-008-9033-3
Schmidt R, Petrovic S, Güntner A, Barthelmes F, Wünsch J, Kusche J (2008b) Periodic components of water storage changes from GRACE and global hydrology models. J Geophys Res-Solid Earth 113:B08419. doi:10.1029/2007JB005363
Schrama EJO, Wouters B, Lavallée DA (2007) Signal and noise in gravity recovery and climate experiment (GRACE) observed surface mass variations. J Geophys Res-Solid Earth 112:B08407. doi:10.1029/2006JB004882
Seitz F, Schmidt M, Shum CK (2008) Signals of extreme weather conditions in Central Europe in GRACE 4-D hydrological mass variations. Earth Planet Sci Lett 268:165–170. doi:10.1016/j.epsl.2008.01.001
Sen PK (1968) Estimates of the regression coefficient based on Kendall’s Tau. J Am Stat Assoc 63:1379–1389. doi:10.2307/2285891
Seneviratne SI et al (2010) Investigating soil moisture–climate interactions in a changing climate: a review. Earth-Sci Rev 99:125–161. doi:10.1016/j.earscirev.2010.02.004
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:W05417. doi:10.1029/2005WR004255
Simmons AJ, Willett KM, Jones PD, Thorne PW, Dee DP (2010) Low-frequency variations in surface atmospheric humidity, temperature, and precipitation: inferences from reanalyses and monthly gridded observational data sets. J Geophys Res-Atmos 115:D01110. doi:10.1029/2009JD012442
Singh A, Seitz F, Schwatke C (2012) Inter-annual water storage changes in the Aral Sea from multi-mission satellite altimetry, optical remote sensing, and GRACE satellite gravimetry. Remote Sens Environ 123:187–195. doi:10.1016/j.rse.2012.01.001
Steffen H, Petrovic S, Müller J, Schmidt R, Wünsch J, Barthelmes F, Kusche J (2009) Significance of secular trends of mass variations determined from GRACE solutions. J Geodyn 48:157–165. doi:10.1016/j.jog.2009.09.029
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 (2006) Post-processing removal of correlated errors in GRACE data. Geophys Res Lett 33:L08402
Swenson SC, Wahr J (2009) Monitoring the water balance of Lake Victoria, East Africa, from space. J Hydrol 370:163–176. doi:10.1016/j.jhydrol.2009.03.008
Swenson S, Chambers D, Wahr J (2008) Estimating geocenter variations from a combination of GRACE and ocean model output. J Geophys Res-Solid Ea 113:B08410. doi:10.1029/2007JB005338
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
Tamisiea ME, Mitrovica JX, Davis JL (2007) GRACE gravity data constrain ancient ice geometries and continental dynamics over Laurentia. Science 316:881–883. doi:10.1126/science.1137157
Tapley BD, Bettadpur S, Ries JC, Thompson PF, Watkins MM (2004a) GRACE measurements of mass variability in the Earth System. Science 305:503–505. doi:10.1126/science.1099192
Tapley BD, Bettadpur S, Watkins M, Reigber C (2004b) The gravity recovery and climate experiment: mission overview and early results. Geophys Res Lett 31:L09607. doi:10.1029/2004GL019920
Thomas AC, Reager JT, Famiglietti JS, Rodell M (2014) A GRACE-based water storage deficit approach for hydrological drought characterization. Geophys Res Lett 41:1537–1545. doi:10.1002/2014GL059323
Velicogna I (2009) Increasing rates of ice mass loss from the Greenland and Antarctic ice sheets revealed by GRACE. Geophys Res Lett 36:L19503. doi:10.1029/2009GL040222
Velicogna I, Wahr J (2006) Acceleration of Greenland ice mass loss in spring 2004. Nature 443:329–331. doi:10.1038/nature05168
Velicogna I, Wahr J (2013) Time-variable gravity observations of ice sheet mass balance: precision and limitations of the GRACE satellite data. Geophys Res Lett 40:3055–3063. doi:10.1002/grl.50527
Velicogna I, Tong J, Zhang T, Kimball J (2012) Increasing subsurface water storage in discontinuous permafrost areas of the Lena River basin, Eurasia, detected from GRACE. Geophys Res Lett 39:L09403. doi:10.1029/2012GL051623
Velicogna I, Sutterley TC, van den Broeke MR (2014) Regional acceleration in ice mass loss from Greenland and Antarctica using GRACE time-variable gravity data. Geophys Res Lett 41:8130–8137. doi:10.1002/2014GL061052
Ventura V, Paciorek CJ, Risbey JS (2004) Controlling the proportion of falsely rejected hypotheses when conducting multiple tests with climatological data. J Climate 17:4343–4356. doi:10.1175/3199.1
Vey S, Steffen H, Muller J, Boike J (2013) Inter-annual water mass variations from GRACE in central Siberia. J Geodesy 87:287–299. doi:10.1007/s00190-012-0597-9
Voss KA, Famiglietti JS, Lo M, de Linage C, Rodell M, Swenson SC (2013) Groundwater depletion in the Middle East from GRACE with implications for transboundary water management in the Tigris-Euphrates-Western Iran region. Water Resour Res 49:904–914. doi:10.1002/wrcr.20078
Wahr J (2015) Time-variable gravity from satellites. In: Schubert G (ed) Treatise on geophysics, 2nd edn. Elsevier, Oxford, pp 193–213. doi:10.1016/B978-0-444-53802-4.00065-8
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
Wang H et al (2013) Increased water storage in North America and Scandinavia from GRACE gravity data. Nat Geosci 6:38–42. doi:10.1038/ngeo1652
Washington R, James R, Pearce H, Pokam WM, Moufouma-Okia W (2013) Congo Basin rainfall climatology: can we believe the climate models? Philos T R Soc B. doi:10.1098/rstb.2012.0296
Werth S, Güntner A, Schmidt R, Kusche J (2009) Evaluation of GRACE filter tools from a hydrological perspective. Geophys J Int 179:1499–1515. doi:10.1111/j.1365-246X.2009.04355.x
Wilks DS (2006) On “field significance” and the false discovery rate. J Appl Meteorol Clim 45:1181–1189. doi:10.1175/JAM2404.1
Wilks DS (2011) Statistical methods in the atmospheric sciences. international geophysics series, vol 100, 3rd edn. Academic Press, Amsterdam
Wouters B, Chambers D, Schrama EJO (2008) GRACE observes small-scale mass loss in Greenland. Geophys Res Lett 35:L20501. doi:10.1029/2008GL034816
Wouters B, Bonin JA, Chambers DP, Riva REM, Sasgen I, Wahr J (2014) GRACE, time-varying gravity, Earth system dynamics and climate change. Rep Prog Phys. doi:10.1088/0034-4885/77/11/116801
Wu X et al (2010) Simultaneous estimation of global present-day water transport and glacial isostatic adjustment. Nat Geosci 3:642–646. doi:10.1038/ngeo938
Xavier L, Becker M, Cazenave A, Longuevergne L, Llovel W, Filho OCR (2010) Interannual variability in water storage over 2003–2008 in the Amazon Basin from GRACE space gravimetry, in situ river level and precipitation data. Remote Sens Environ 114:1629–1637. doi:10.1016/j.rse.2010.02.005
Yue S, Wang C (2004) The Mann–Kendall test modified by effective sample size to detect trend in serially correlated hydrological series. Water Resour Manag 18:201–218. doi:10.1023/B:WARM.0000043140.61082.60
Yue S, Pilon P, Phinney B, Cavadias G (2002) The influence of autocorrelation on the ability to detect trend in hydrological series. Hydrol Process 16:1807–1829. doi:10.1002/hyp.1095
Zaitchik B, Rodell M, Reichle R (2008) Assimilation of GRACE terrestrial water storage data into a land surface model: results for the Mississippi River basin. J Hydrometeorol 9:535–548. doi:10.1175/2007JHM951.1
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2016 Springer International Publishing Switzerland
About this chapter
Cite this chapter
Humphrey, V., Gudmundsson, L., Seneviratne, S.I. (2016). Assessing Global Water Storage Variability from GRACE: Trends, Seasonal Cycle, Subseasonal Anomalies and Extremes. In: Cazenave, A., Champollion, N., Benveniste, J., Chen, J. (eds) Remote Sensing and Water Resources. Space Sciences Series of ISSI, vol 55. Springer, Cham. https://doi.org/10.1007/978-3-319-32449-4_8
Download citation
DOI: https://doi.org/10.1007/978-3-319-32449-4_8
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-319-32448-7
Online ISBN: 978-3-319-32449-4
eBook Packages: Physics and AstronomyPhysics and Astronomy (R0)