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Volumn 35, Issue 6, 2014, Pages 1285-1309

Calibration/Data Assimilation Approach for Integrating GRACE Data into the WaterGAP Global Hydrology Model (WGHM) Using an Ensemble Kalman Filter: First Results

Author keywords

Data assimilation; Ensemble Kalman filter; Gain matrix; GRACE; WaterGAP

Indexed keywords

CALIBRATION; DIGITAL STORAGE; HYDROLOGY; KALMAN FILTERS; MATRIX ALGEBRA;

EID: 84939873951     PISSN: 01693298     EISSN: 15730956     Source Type: Journal    
DOI: 10.1007/s10712-014-9309-8     Document Type: Article
Times cited : (146)

References (41)
  • 1
    • 84927122973 scopus 로고    scopus 로고
    • Seasonal water storage variations as impacted by water abstractions: comparing the output of a global hydrological model with GRACE and GPS observations. Surv Geophys
    • 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. doi:10.1093/gji/ggt485
    • (2014) doi:10.1093/gji/ggt485
    • Döll, P.1    Fritsche, M.2    Eicker, A.3    Müller Schmied, H.4
  • 2
    • 84904077085 scopus 로고    scopus 로고
    • Global-scale assessment of groundwater depletion and related groundwater abstractions: combining hydrological modeling with information from well observations and GRACE satellites
    • 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. doi:10.1002/2014WR015595
    • (2014) Water Resour Res , pp. 50
    • Döll, P.1    Müller Schmied, H.2    Schuh, C.3    Portmann, F.T.4    Eicker, A.5
  • 4
    • 0037428049 scopus 로고    scopus 로고
    • A global hydrological model for deriving water availability indicators: model tuning and validation
    • Döll P, Kaspar F, Lehner B (2003) A global hydrological model for deriving water availability indicators: model tuning and validation. J Hydrol 270(1):105–134
    • (2003) J Hydrol , vol.270 , Issue.1 , pp. 105-134
    • Döll, P.1    Kaspar, F.2    Lehner, B.3
  • 5
    • 84884550570 scopus 로고    scopus 로고
    • The ensemble kalman filter: theoretical formulation and practical implementation
    • Evensen G (2003) The ensemble kalman filter: theoretical formulation and practical implementation. Ocean Dyn 53:343–367
    • (2003) Ocean Dyn , vol.53 , pp. 343-367
    • Evensen, G.1
  • 7
    • 84887588780 scopus 로고    scopus 로고
    • The spatial scale of model errors and assimilated retrievals in a terrestrial water storage assimilation system
    • Forman BA, Reichle R (2013) The spatial scale of model errors and assimilated retrievals in a terrestrial water storage assimilation system. Water Resour Res 49:7457–7468. doi:10.1002/2012WR012885
    • (2013) Water Resour Res , vol.49 , pp. 7457-7468
    • Forman, B.A.1    Reichle, R.2
  • 8
    • 84856013055 scopus 로고    scopus 로고
    • Assimilation of terrestrial water storage from GRACE in a snow dominated basin
    • Forman BA, Reichle RH, Rodell M (2012) Assimilation of terrestrial water storage from GRACE in a snow dominated basin. Water Resour Res 48(1). doi:10.1029/2011WR011239
    • (2012) Water Resour Res , vol.48 , Issue.1
    • Forman, B.A.1    Reichle, R.H.2    Rodell, M.3
  • 10
    • 38249041631 scopus 로고
    • A simple method for generating daily rainfall data
    • Geng S, Penning de Vries FW, Supit I (1986) A simple method for generating daily rainfall data. Agric For Meteorol 36(4):363–376
    • (1986) Agric For Meteorol , vol.36 , Issue.4 , pp. 363-376
    • Geng, S.1    Penning de Vries, F.W.2    Supit, I.3
  • 11
    • 34347260288 scopus 로고    scopus 로고
    • A global analysis of temporal and spatial variations in continental water storage
    • Güntner A, Stuck J, Werth S, Döll P, Verzano K, Merz B (2007) A global analysis of temporal and spatial variations in continental water storage. Water Resour Res 43(5). doi:10.1029/2006WR005247
    • (2007) Water Resour Res , vol.43 , Issue.5
    • Güntner, A.1    Stuck, J.2    Werth, S.3    Döll, P.4    Verzano, K.5    Merz, B.6
  • 12
    • 84896707401 scopus 로고    scopus 로고
    • Updated high-resolution grids of monthly climatic observations-the CRU TS3. 10 Dataset
    • Harris I, Jones PD, Osborn TJ, Lister DH (2014) Updated high-resolution grids of monthly climatic observations-the CRU TS3. 10 Dataset. Int J Climatol 34(3):623–642. doi:10.1002/joc.3711
    • (2014) Int J Climatol , vol.34 , Issue.3 , pp. 623-642
    • Harris, I.1    Jones, P.D.2    Osborn, T.J.3    Lister, D.H.4
  • 13
    • 84864530660 scopus 로고    scopus 로고
    • Drought indicators based on model-assimilated Gravity Recovery And Climate Experiment (GRACE) terrestrial water storage observations
    • 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(7). doi:10.1029/2011WR011291
    • (2012) Water Resour Res , vol.48 , Issue.7
    • Houborg, R.1    Rodell, M.2    Li, B.3    Reichle, R.4    Zaitchik, B.F.5
  • 14
    • 57749093600 scopus 로고    scopus 로고
    • Value of river discharge data for global-scale hydrological modeling
    • Hunger M, Döll P (2008) Value of river discharge data for global-scale hydrological modeling. Hydrol Earth Syst Sci 12(3):841–861
    • (2008) Hydrol Earth Syst Sci , vol.12 , Issue.3 , pp. 841-861
    • Hunger, M.1    Döll, P.2
  • 15
    • 85024429815 scopus 로고
    • A new approach to linear filtering and prediction problems
    • Kalman RE et al (1960) A new approach to linear filtering and prediction problems. J Basic Eng 82(1):35–45
    • (1960) J Basic Eng , vol.82 , Issue.1 , pp. 35-45
    • Kalman, R.E.1
  • 17
    • 84939877626 scopus 로고    scopus 로고
    • Entwicklung und Unsicherheitsanalyse eines globalen hydrologischen Modells (Development and uncertainty analysis of a global hydrological model). Ph.D
    • University of Kassel, Germany:
    • Kaspar F (2003) Entwicklung und Unsicherheitsanalyse eines globalen hydrologischen Modells (Development and uncertainty analysis of a global hydrological model). Ph.D. thesis, University of Kassel, Germany
    • (2003) thesis
    • Kaspar, F.1
  • 18
    • 78649962170 scopus 로고    scopus 로고
    • Terrestrial water budget of the Eurasian pan-Arctic from GRACE satellite measurements during 2003–2009
    • Landerer FW, Dickey JO, Güntner A (2010) Terrestrial water budget of the Eurasian pan-Arctic from GRACE satellite measurements during 2003–2009. J Geophys Res: Atmos (1984–2012) 115(D23). doi:10.1029/2010JD014584
    • (2010) J Geophys Res: Atmos (1984–2012) , vol.115 , Issue.D23
    • Landerer, F.W.1    Dickey, J.O.2    Güntner, A.3
  • 19
    • 3242680641 scopus 로고    scopus 로고
    • Development and validation of a global database of lakes, reservoirs and wetlands
    • Lehner B, Döll P (2004) Development and validation of a global database of lakes, reservoirs and wetlands. J Hydrol 296(1):1–22
    • (2004) J Hydrol , vol.296 , Issue.1 , pp. 1-22
    • Lehner, B.1    Döll, P.2
  • 20
    • 84861579264 scopus 로고    scopus 로고
    • Assimilation of GRACE terrestrial water storage into a land surface model: evaluation and potential value for drought monitoring in western and central Europe
    • Li B, Rodell M, Zaitchik BF, Reichle RH, Koster RD, van Dam TM (2012) Assimilation of GRACE terrestrial water storage into a land surface model: evaluation and potential value for drought monitoring in western and central Europe. J Hydrol 446:103–115
    • (2012) J Hydrol , vol.446 , pp. 103-115
    • Li, B.1    Rodell, M.2    Zaitchik, B.F.3    Reichle, R.H.4    Koster, R.D.5    van Dam, T.M.6
  • 21
    • 84939911888 scopus 로고    scopus 로고
    • Mayer-Gürr T, Kurtenbach E, Eicker A (2010) ITG-Grace2010 gravity field model
    • Mayer-Gürr T, Kurtenbach E, Eicker A (2010) ITG-Grace2010 gravity field model. http://www.igg.uni-bonn.de/apmg/index.php?id=itg-grace2010
  • 22
    • 44649147780 scopus 로고    scopus 로고
    • Hydrologic remote sensing and land surface data assimilation
    • Moradkhani H (2008) Hydrologic remote sensing and land surface data assimilation. Sensors 8(5):2986–3004
    • (2008) Sensors , vol.8 , Issue.5 , pp. 2986-3004
    • Moradkhani, H.1
  • 23
    • 84907026652 scopus 로고    scopus 로고
    • Sensitivity of simulated global-scale freshwater fluxes and storages to input data, hydrological model structure, human water use and calibration
    • Müller Schmied H, Eisner S, Franz D, Wattenbach M, Portmann FT, Flörke M, Döll P. (2014) Sensitivity of simulated global-scale freshwater fluxes and storages to input data, hydrological model structure, human water use and calibration. Hydrol Earth Syst Sci 18:3511–3538. doi:10.5194/hess-18-3511-2014
    • (2014) Hydrol Earth Syst Sci , vol.18 , pp. 3511-3538
    • Müller Schmied, H.1    Eisner, S.2    Franz, D.3    Wattenbach, M.4    Portmann, F.T.5    Flörke, M.6    Döll, P.7
  • 24
    • 0014776873 scopus 로고
    • River flow forecasting through conceptual models part I: a discussion of principles
    • Nash JE, Sutcliffe JV (1970) River flow forecasting through conceptual models part I: a discussion of principles. J Hydrol 10:282–290
    • (1970) J Hydrol , vol.10 , pp. 282-290
    • Nash, J.E.1    Sutcliffe, J.V.2
  • 25
    • 33746087111 scopus 로고    scopus 로고
    • Data assimilation for estimating the terrestrial water budget using a constrained ensemble Kalman filter
    • Pan M, Wood EF (2006) Data assimilation for estimating the terrestrial water budget using a constrained ensemble Kalman filter. J Hydrometeorol 7(3):534–547
    • (2006) J Hydrometeorol , vol.7 , Issue.3 , pp. 534-547
    • Pan, M.1    Wood, E.F.2
  • 26
    • 0036322061 scopus 로고    scopus 로고
    • Hydrologic data assimilation with the ensemble Kalman filter
    • Reichle RH, McLaughlin DB, Entekhabi D (2002) Hydrologic data assimilation with the ensemble Kalman filter. Mon Weather Rev 130(1):103–114
    • (2002) Mon Weather Rev , vol.130 , Issue.1 , pp. 103-114
    • Reichle, R.H.1    McLaughlin, D.B.2    Entekhabi, D.3
  • 27
    • 33846689330 scopus 로고    scopus 로고
    • Estimating groundwater storage changes in the Mississippi River basin (USA) using GRACE
    • 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(1):159–166
    • (2007) Hydrogeol J , vol.15 , Issue.1 , pp. 159-166
    • Rodell, M.1    Chen, J.2    Kato, H.3    Famiglietti, J.S.4    Nigro, J.5    Wilson, C.R.6
  • 29
    • 84891661527 scopus 로고    scopus 로고
    • GPCC’s new land surface precipitation climatology based on quality-controlled in situ data and its role in quantifying the global water cycle
    • Schneider U, Becker A, Finger P, Meyer-Christoffer A, Ziese M, Rudolf B (2014) GPCC’s new land surface precipitation climatology based on quality-controlled in situ data and its role in quantifying the global water cycle. Theor Appl Climatol, 115(1–2):15–40. doi:10.1007/s00704-013-0860-x
    • (2014) Theor Appl Climatol , vol.115 , Issue.1-2 , pp. 15-40
    • Schneider, U.1    Becker, A.2    Finger, P.3    Meyer-Christoffer, A.4    Ziese, M.5    Rudolf, B.6
  • 31
    • 84939911890 scopus 로고    scopus 로고
    • Schumacher M, Eicker A, Kusche J, Müller Schmied H, Döll P (2014, accepted) Covariance analysis and sensitivity studies for GRACE Assimilation into WGHM, IAG 150 years, C. Rizos, P. Willis (eds), IAG Symp. 143, in press
    • Schumacher M, Eicker A, Kusche J, Müller Schmied H, Döll P (2014, accepted) Covariance analysis and sensitivity studies for GRACE Assimilation into WGHM, IAG 150 years, C. Rizos, P. Willis (eds), IAG Symp. 143, in press
  • 32
    • 77953151183 scopus 로고    scopus 로고
    • Multisensor snow data assimilation at the continental scale: The value of Gravity Recovery and Climate Experiment terrestrial water storage information
    • Su H, Yang ZL, Dickinson RE, Wilson CR, Niu GY (2010) Multisensor snow data assimilation at the continental scale: The value of Gravity Recovery and Climate Experiment terrestrial water storage information. J Geophys Res: Atmos (1984–2012) 115(D10). doi:10.1029/2009JD013035
    • (2010) J Geophys Res: Atmos (1984–2012) , vol.115 , Issue.D10
    • Su, H.1    Yang, Z.L.2    Dickinson, R.E.3    Wilson, C.R.4    Niu, G.Y.5
  • 33
    • 3543124806 scopus 로고    scopus 로고
    • The gravity recovery and climate experiment: mission overview and early results
    • Tapley BD, Bettadpur S, Watkins M, Reigber C (2004) The gravity recovery and climate experiment: mission overview and early results. Geophys Res Lett 31(9). doi:10.1029/2004GL019920
    • (2004) Geophys Res Lett , vol.31 , Issue.9
    • Tapley, B.D.1    Bettadpur, S.2    Watkins, M.3    Reigber, C.4
  • 35
    • 0032506728 scopus 로고    scopus 로고
    • Time variability of the earths gravity field: hydrological and oceanic effects and their possible detection using GRACE
    • Wahr J, Molenaar M, Bryan F (1998) Time variability of the earths gravity field: hydrological and oceanic effects and their possible detection using GRACE. J Geophys Res 103(B12):30,205–30,230
    • (1998) J Geophys Res , vol.103 , Issue.B12 , pp. 205-230
    • Wahr, J.1    Molenaar, M.2    Bryan, F.3
  • 36
    • 12144255973 scopus 로고    scopus 로고
    • New technologies require advances in hydrologic data assimilation
    • Walker JP, Houser PR, Reichle RH (2003) New technologies require advances in hydrologic data assimilation. Eos Trans Am Geophys Union 84(49):545–551
    • (2003) Eos Trans Am Geophys Union , vol.84 , Issue.49 , pp. 545-551
    • Walker, J.P.1    Houser, P.R.2    Reichle, R.H.3
  • 38
    • 75749120251 scopus 로고    scopus 로고
    • Calibration analysis for water storage variability of the global hydrological model WGHM
    • Werth S, Güntner A (2010) Calibration analysis for water storage variability of the global hydrological model WGHM. Hydrolo Earth Syst Sci 14(1):59
    • (2010) Hydrolo Earth Syst Sci , vol.14 , Issue.1 , pp. 59
    • Werth, S.1    Güntner, A.2
  • 39
    • 57749091466 scopus 로고    scopus 로고
    • Integration of GRACE mass variations into a global hydrological model
    • Werth S, Güntner A, Petrovic S, Schmidt R (2009) Integration of GRACE mass variations into a global hydrological model. Earth Planet Sci Lett 277(1):166–173
    • (2009) Earth Planet Sci Lett , vol.277 , Issue.1 , pp. 166-173
    • Werth, S.1    Güntner, A.2    Petrovic, S.3    Schmidt, R.4
  • 41
    • 57749096596 scopus 로고    scopus 로고
    • Assimilation of GRACE terrestrial water storage data into a land surface model: results for the Mississippi River basin
    • Zaitchik BF, Rodell M, Reichle RH (2008) Assimilation of GRACE terrestrial water storage data into a land surface model: results for the Mississippi River basin. J Hydrometeorol 9(3):535–548
    • (2008) J Hydrometeorol , vol.9 , Issue.3 , pp. 535-548
    • Zaitchik, B.F.1    Rodell, M.2    Reichle, R.H.3


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