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Volumn 16, Issue 1, 2012, Pages 105-119

Improving estimated soil moisture fields through assimilation of AMSR-E soil moisture retrievals with an ensemble Kalman filter and a mass conservation constraint

Author keywords

[No Author keywords available]

Indexed keywords

ADVANCED MICROWAVE SCANNING RADIOMETER; ASSIMILATION ALGORITHMS; DATA ASSIMILATION TECHNIQUES; ENSEMBLE KALMAN FILTER; GOVERNING EQUATIONS; INPUT PARAMETER; LAND SURFACE MODELS; MASS BALANCE; MASS CONSERVATION; MODEL ESTIMATES; MODEL PHYSICS; MOISTURE FIELD; NEAR-SURFACE; OKLAHOMA; PRE-PROCESSING; ROOT ZONE; SOIL LAYER; SOIL MOISTURE RETRIEVALS; SURFACE OBSERVATION; WATER BUDGET;

EID: 84862908327     PISSN: 10275606     EISSN: 16077938     Source Type: Journal    
DOI: 10.5194/hess-16-105-2012     Document Type: Article
Times cited : (38)

References (46)
  • 1
    • 77956177133 scopus 로고    scopus 로고
    • Assimilation of a satellite-based soil moisture product in a twolayer water balance model for a global crop production decision support system
    • edited by: Park, S. K., Springer-Verlag, doi:10.1007/978-3-540-71056-1
    • Bolten, J., Crow, W. T., Zhan, X., Reynolds, C., and Jackson, T.J.: Assimilation of a satellite-based soil moisture product in a twolayer water balance model for a global crop production decision support system, Data Assimilation for Atmospheric, Oceanic, and Hydrologic Applications, edited by: Park, S. K., Springer-Verlag, doi:10.1007/978-3-540-71056-1, 449-465, 2008.
    • (2008) Data Assimilation for Atmospheric, Oceanic, and Hydrologic Applications , pp. 449-465
    • Bolten, J.1    Crow, W.T.2    Zhan, X.3    Reynolds, C.4    Jackson, T.J.5
  • 2
    • 84934737612 scopus 로고
    • A simple method for determining unsaturated conductivity from moisture retention data
    • Campbell, G. S.: A simple method for determining unsaturated conductivity from moisture retention data, Soil Sci., 117, 311-314, 1974.
    • (1974) Soil Sci. , vol.117 , pp. 311-314
    • Campbell . G, S.1
  • 3
    • 0030465032 scopus 로고    scopus 로고
    • Modeling of land surface evaporation by four schemes and comparison with 1GFIFE observations
    • Chen, F., Mitchell, K., Schaake, J., Xue, Y., Pan, H., Koren, V., Duan, Q., Ek, M., and Betts, A.: Modeling of land surface evaporation by four schemes and comparison with 1GFIFE observations, J. Geophys. Res., 101, 7251-7268, 1996.
    • (1996) J. Geophys. Res. , vol.101 , pp. 7251-7268
    • Chen, F.1    Mitchell, K.2    Schaake, J.3    Xue, Y.4    Pan, H.5    Koren, V.6    Duan, Q.7    Ek, M.8    Betts, A.9
  • 4
    • 0021639956 scopus 로고
    • A statistical exploration of the relationships of soil moisture characteristics to the physical properties of soils
    • Cosby, B. J., Hornberger, G. M., Clapp, R. B., and Ginn, T. R.: A statistical exploration of the relationships of soil moisture characteristics to the physical properties of soils, Water Resour. Res., 20, 682-690, 1984.
    • (1984) Water Resour. Res. , vol.20 , pp. 682-690
    • Cosby, B.J.1    Hornberger, G.M.2    Clapp, R.B.3    Ginn, T.R.4
  • 7
    • 0037298763 scopus 로고    scopus 로고
    • The assimilation of remotely sensed soil brightness temperature imagery into a land surface model using Ensemble Kalman filtering: A case study based on ESTAR measurements during SGP97
    • DOI 10.1016/S0309-1708(02)00088-X, PII S030917080200088X
    • Crow, W. and Wood, E.: The assimilation of remotely sensed soil brightness temperature imagery into a land surface model using Ensemble Kalman Filtering: a case study based on ESTAR measurements during GSP97, Adv. Water Res., 26, 137-149, 2003. (Pubitemid 36093690)
    • (2003) Advances in Water Resources , vol.26 , Issue.2 , pp. 137-149
    • Crow, W.T.1    Wood, E.F.2
  • 8
    • 34547218382 scopus 로고    scopus 로고
    • Continental-scale evaluation of remotely sensed soil moisture products
    • DOI 10.1109/LGRS.2007.896533
    • Crow,W. T. and Zhan, X.: Continental-scale evaluation of remotely sensed soil moisture products, IEEE Geosci. Remote Sens. Lett., 4, 451-455, 2007. (Pubitemid 47117458)
    • (2007) IEEE Geoscience and Remote Sensing Letters , vol.4 , Issue.3 , pp. 451-455
    • Crow, W.T.1    Zhan, X.2
  • 9
    • 35848940507 scopus 로고    scopus 로고
    • Correcting for forecast bias in soil moisture assimilation with the ensemble Kalman filter
    • DOI 10.1029/2006WR005449
    • De Lannoy, G. J. M., Reichle, R. H., Houser, P. R., Pauwels, V. R. N., and Verhoest, N. E. C.: Correcting for forecast bias in soil moisture assimilation with the ensemble Kalman filter,Water Resour. Res., 43, W09410, doi:10.1029/2006WR005449, 2007a. (Pubitemid 350058445)
    • (2007) Water Resources Research , vol.43 , Issue.9
    • De Lannoy, G.J.M.1    Reichle, R.H.2    Houser, P.R.3    Pauwels, V.R.N.4    Verhoest, N.E.C.5
  • 10
    • 35848940507 scopus 로고    scopus 로고
    • Correction to "correcting for forecast bias in soil moisture assimilation with the Ensemble Kalman Filter"
    • doi:10.1029/2007WR006542
    • De Lannoy, G. J. M., Reichle, R. H., Houser, P. R., Pauwels, V. R. N., and Verhoest, N. E. C.: Correction to "Correcting for forecast bias in soil moisture assimilation with the Ensemble Kalman Filter", Water Resour. Res., 43, W10799, doi:10.1029/2007WR006542, 2007b.
    • (2007) Water Resour. Res. , vol.43
    • De Lannoy, G.J.M.1    Reichle, R.H.2    Houser, P.R.3    Pauwels, V.R.N.4    Verhoest, N.E.C.5
  • 11
    • 0000189967 scopus 로고
    • The new global operational analysis system at the National Meteorological Center
    • Derber, J. C., Parrish, D. F., and Lord, S. J.: The new global operational analysis system at the National Meteorological Center, Weather Forecast., 6, 538-547, 1991.
    • (1991) Weather Forecast. , vol.6 , pp. 538-547
    • Derber, J.C.1    Parrish, D.F.2    Lord, S.J.3
  • 12
    • 0034253130 scopus 로고    scopus 로고
    • Using a Global Soil Wetness Dataset to Improve Seasonal Climate Simulation
    • Dirmeyer, P. A.: Using a Global Soil Wetness Dataset to Improve Seasonal Climate Simulation, J. Climate, 13, 2900-2922, 2000.
    • (2000) J. Climate , vol.13 , pp. 2900-2922
    • Dirmeyer . P, A.1
  • 13
    • 72049100167 scopus 로고    scopus 로고
    • An EKF assimilation of AMSR-E soil moisture into the ISBA land surface scheme
    • doi:10.1029/2008JD011650
    • Draper, C. S., Mahfouf, J.-F., and Walker, J. P.: An EKF assimilation of AMSR-E soil moisture into the ISBA land surface scheme, J. Geophys. Res., 114, D20104, doi:10.1029/2008JD011650, 2009.
    • (2009) J. Geophys. Res. , vol.114
    • Draper, C.S.1    Mahfouf, J.-F.2    Walker, J.P.3
  • 14
    • 25844461273 scopus 로고    scopus 로고
    • Observation operators for the direct assimilation of TRMM microwave imager retrieved soil moisture
    • DOI 10.1029/2005GL023623
    • Drusch, M., Wood, E. F., and Gao, H.: Observation operators for the direct assimilation of TRMM microwave imager retrieved soil moisture, Geophys. Res. Lett., 32, L15403, doi:10.1029/2005GL023623, 2005. (Pubitemid 41398726)
    • (2005) Geophysical Research Letters , vol.32 , Issue.15
    • Drusch, M.1    Wood, E.F.2    Gao, H.3
  • 15
    • 1442314273 scopus 로고    scopus 로고
    • Implementation of Noah land surface model advances in the National Centers for Environmental Prediction operational mesoscale Eta model
    • doi:10.1029/2002JD003296
    • Ek, M. B., Mitchell, K. E., Lin, Y., Rogers, E., Grunmann, P., Koren, V., Gayno, G., and Tarpley, J. D.: Implementation of Noah land surface model advances in the National Centers for Environmental Prediction operational mesoscale Eta model, J. Geophys. Res., 108, GCP 12-1-12-16, doi:10.1029/ 2002JD003296, 2003.
    • (2003) J. Geophys. Res. , vol.108
    • Ek, M.B.1    Mitchell, K.E.2    Lin, Y.3    Rogers, E.4    Grunmann, P.5    Koren, V.6    Gayno, G.7    Tarpley, J.D.8
  • 16
    • 0002162819 scopus 로고    scopus 로고
    • Assimilation of geosat altimeter data for the agulhas current using the ensemble kalman filter with a quasigeostrophic model
    • Evensen, G. and van Leeuwen, P. J.: Assimilation of Geosat altimeter data for the Agulhas current using the ensemble Kalman filter with a quasigeostrophic model, Mon. Weather Rev., 124, 85-96, 1996. (Pubitemid 126568590)
    • (1996) Monthly Weather Review , vol.124 , Issue.1 , pp. 85-96
    • Evensen, G.1    Van Leeuwen, P.J.2
  • 18
    • 0027334385 scopus 로고
    • III. Measuring surface soil moisture using passive microwave remote sensing
    • Jackson, T. J.: Measuring surface soil moisture using passive microwave remote sensing, Hydrol. Process., 7, 139-152, 1993. (Pubitemid 23382124)
    • (1993) Hydrological Processes , vol.7 , Issue.2 , pp. 139-152
    • Jackson, T.J.1
  • 21
    • 0033912092 scopus 로고    scopus 로고
    • Data assimilation into a primitive-equation model with a parallel ensemble Kalman filter
    • Keppenne, C. L.: Data Assimilation into a Primitive-Equation Model with a Parallel Ensemble Kalman Filter, Mon. Weather Rev., 128, 1971-1981, 2000. (Pubitemid 30464430)
    • (2000) Monthly Weather Review , vol.128 , Issue.6 , pp. 1971-1981
    • Keppenne, C.L.1
  • 22
    • 22744439121 scopus 로고    scopus 로고
    • Ensemble Kalman filter assimilation of temperature and altimeter data with bias correction and application to seasonal prediction
    • Keppenne, C. L., Rienecker, M. M., Kurkowski, N. P., and Adamec, D. A.: Ensemble Kalman filter assimilation of temperature and altimeter data with bias correction and application to seasonal prediction, Nonlin. Processes Geophys., 12, 491-503, doi:10.5194/npg-12-491-2005, 2005. (Pubitemid 41029978)
    • (2005) Nonlinear Processes in Geophysics , vol.12 , Issue.4 , pp. 491-503
    • Keppenne, C.L.1    Rienecker, M.M.2    Kurkowski, N.P.3    Adamec, D.A.4
  • 25
    • 66149166054 scopus 로고    scopus 로고
    • The role of initial conditions and forcing uncertainties in seasonal hydrologic forecasting
    • doi:10.1029/2008JD010969
    • Li, H., Luo, L., Wood, E. F., and Schaake, J.: The role of initial conditions and forcing uncertainties in seasonal hydrologic forecasting, J. Geophys. Res., 114, D04114, doi:10.1029/2008JD010969, 2009.
    • (2009) J. Geophys. Res. , vol.114
    • Li, H.1    Luo, L.2    Wood, E.F.3    Schaake, J.4
  • 26
    • 0037001561 scopus 로고    scopus 로고
    • Land data assimilation and estimation of soil moisture using measurements from the Southern Great Plains 1997 Field Experiment
    • doi:10.1029/2001WR001114
    • Margulis, S. A., McLaughlin, D., Entekhabi, D., and Dunne, S.: Land data assimilation and estimation of soil moisture using measurements from the Southern Great Plains 1997 Field Experiment, Water Resour. Res., 38, 1299, doi:10.1029/2001WR001114, 2002.
    • (2002) Water Resour. Res. , vol.38 , pp. 1299
    • Margulis, S.A.1    McLaughlin, D.2    Entekhabi, D.3    Dunne, S.4
  • 28
    • 65349177276 scopus 로고    scopus 로고
    • Model-based drought indices over the United States
    • Mo, K. C.: Model-based drought indices over the United States, J. Hydrometeorol., 9, 1212-1230, 2008.
    • (2008) J. Hydrometeorol. , vol.9 , pp. 1212-1230
    • Mo . K, C.1
  • 29
    • 72149134642 scopus 로고    scopus 로고
    • Using data assimilation to identify diffuse recharge mechanisms from chemical and physical data in the unsaturated zone
    • doi:10.1029/2009WR007831
    • Ng, G.-H. C., McLaughlin, D., Entekhabi, D., and Scanlon, B.: Using data assimilation to identify diffuse recharge mechanisms from chemical and physical data in the unsaturated zone, Water Resour. Res., 45, W09409, doi:10.1029/2009WR007831, 2009.
    • (2009) Water Resour. Res. , vol.45
    • Ng, G.-H.C.1    McLaughlin, D.2    Entekhabi, D.3    Scanlon, B.4
  • 30
    • 33845624157 scopus 로고    scopus 로고
    • Soil moisture initialization for climate prediction: Assimilation of scanning multifrequency microwave radiometer soil moisture data into a land surface model
    • DOI 10.1029/2006JD007190
    • Ni-Meister, W., Houser, P. R., and Walker, J. P.: Soil moisture initialization for climate prediction: Assimilation of scanning multifrequency microwave radiometer soil moisture data into a land surface model, J. Geophys. Res., 111, D20102, doi:10.1029/2006JD007190, 2006. (Pubitemid 44941262)
    • (2006) Journal of Geophysical Research D: Atmospheres , vol.111 , Issue.20
    • Ni-Meister, W.1    Houser, P.R.2    Walker, J.P.3
  • 32
    • 33746087111 scopus 로고    scopus 로고
    • Data assimilation for estimating the terrestrial water budget using a constrained ensemble Kalman filter
    • DOI 10.1175/JHM495.1
    • Pan, M. and Wood, E. F.: Data assimilation for estimating the terrestrial water budget using a constrained ensemble Kalman filter, J. Hydrometeorol., 7, 534-547, 2006. (Pubitemid 44070419)
    • (2006) Journal of Hydrometeorology , vol.7 , Issue.3 , pp. 534-547
    • Pan, M.1    Wood, E.F.2
  • 33
    • 70350074473 scopus 로고    scopus 로고
    • Simultaneous estimation of both soil moisture and model parameters using particle filtering method through the assimilation of microwave signal
    • doi:10.1029/2008JD011358
    • Qin, J., Liang, S., Yang, K., Kaihotsu, I., Liu, R., and Koike, T.: Simultaneous estimation of both soil moisture and model parameters using particle filtering method through the assimilation of microwave signal, J. Geophys. Res., 114, D15103, doi:10.1029/2008JD011358, 2009.
    • (2009) J. Geophys. Res. , vol.114
    • Qin, J.1    Liang, S.2    Yang, K.3    Kaihotsu, I.4    Liu, R.5    Koike, T.6
  • 35
    • 11044238967 scopus 로고    scopus 로고
    • Bias reduction in short records of satellite soil moisture
    • DOI 10.1029/2004GL020938
    • Reichle, R. H., and Koster, R.: Bias reduction in short records of satellite soil moisture, Geophys. Res. Lett., 31, L19501, doi:10.1029/ 2004GL020938, 2004. (Pubitemid 40046934)
    • (2004) Geophysical Research Letters , vol.31 , Issue.19
    • Reichle, R.H.1    Koster, R.D.2
  • 36
    • 34347350321 scopus 로고    scopus 로고
    • Comparison and assimilation of global soil moisture retrievals from the Advanced Microwave Scanning Radiometer for the Earth Observing System (AMSR-E) and the Scanning Multichannel Microwave Radiometer (SMMR)
    • DOI 10.1029/2006JD008033
    • Reichle, R. H., Koster, R. D., Liu, P., Mahanama, S. P. P., Njoku, E. G., and Owe, M.: Comparison and assimilation of global soil moisture retrievals from the Advanced Microware Scanning Radiometer for the Earth Observing System (AMSR-E) and the Scanning Multichannel Microwave Radiometer (SMMR), J. Geophy. Res., 112, D09108, doi:10.1029/2006JD008033, 2007. (Pubitemid 47009834)
    • (2007) Journal of Geophysical Research D: Atmospheres , vol.112 , Issue.9
    • Reichle, R.H.1    Koster, R.D.2    Liu, P.3    Mahanama, S.P.P.4    Njoku, E.G.5    Owe, M.6
  • 38
    • 19044380748 scopus 로고    scopus 로고
    • Evaluation of 10 methods for initializing a land surface model
    • DOI 10.1175/JHM414.1
    • Rodell, M., Houser, P. R., Berg, A. A., and Famiglietti, J.S.: Evaluation of 10 Methods for Initializing a Land Surface Model, J. Hydrometeorol., 6, 146-155, 2005. (Pubitemid 40714177)
    • (2005) Journal of Hydrometeorology , vol.6 , Issue.2 , pp. 146-155
    • Rodell, M.1    Houser, P.R.2    Berg, A.A.3    Famiglietti, J.S.4
  • 39
    • 68049112233 scopus 로고    scopus 로고
    • Correcting unintended perturbation biases in hydrologic data assimilation using Ensemble Kalman filter
    • doi:10.1175/2008JHM1038.1
    • Ryu, D., Crow, W. T., Zhan, X., and Jackson, T. J.: Correcting unintended perturbation biases in hydrologic data assimilation using Ensemble Kalman filter, J. Hydrometeorol., 10, 734-750, doi:10.1175/2008JHM1038.1, 2009.
    • (2009) J. Hydrometeorol. , vol.10 , pp. 734-750
    • Ryu, D.1    Crow, W.T.2    Zhan, X.3    Jackson, T.J.4
  • 40
    • 0030466349 scopus 로고    scopus 로고
    • Simple water balance model for estimating runoff at different spatial and temporal scales
    • Schaake, J. C., Koren, V., Duan, Q., Mitchell, K., and Chen, F.: Simple water balance model for estimating runoff at different spatial and temporal scales, J. Geophys. Res., 101, 7461-7475, 1996.
    • (1996) J. Geophys. Res. , vol.101 , pp. 7461-7475
    • Schaake, J.C.1    Koren, V.2    Duan, Q.3    Mitchell, K.4    Chen, F.5
  • 41
    • 38549130264 scopus 로고    scopus 로고
    • The USDA Natural Resources Conservation Service Soil Climate Analysis Network (SCAN)
    • DOI 10.1175/2007JTECHA930.1
    • Schaefer, G. L, Cosh, M. H., and Jackson, T. J.: The USDA Natural Resources Conservation Service Soil Climate Analysis Network (SCAN), J. Atmos. Ocean. Tech., 24, 2073-2077, 2007. (Pubitemid 351149527)
    • (2007) Journal of Atmospheric and Oceanic Technology , vol.24 , Issue.12 , pp. 2073-2077
    • Schaefer, G.L.1    Cosh, M.H.2    Jackson, T.J.3
  • 42
    • 66349084762 scopus 로고    scopus 로고
    • River basins as groundwater exporters and importers: Implications for water cycle and climate modeling
    • doi:10.1029/2008JD010636
    • Schaller, M. F. and Fan, Y.: River basins as groundwater exporters and importers: Implications for water cycle and climate modeling, J. Geophy. Res., 114, D04103, doi:10.1029/2008JD010636, 2009.
    • (2009) J. Geophy. Res. , vol.114
    • Schaller, M.F.1    Fan, Y.2
  • 43
    • 0035539590 scopus 로고    scopus 로고
    • One-dimensional soil moisture profile retrieval by assimilation of near-surface measurements: A simplified soil moisture model and field application
    • Walker, J. P., Willgoose, G. R., and Kalma, J. D.: One-dimensional soil moisture profile retrieval by assimilation of near-surface measurements: a simplified soil moisture model and field application, J. Hydrometeorol., 2, 356-373, 2001.
    • (2001) J. Hydrometeorol. , vol.2 , pp. 356-373
    • Walker, J.P.1    Willgoose, G.R.2    Kalma, J.D.3
  • 45
    • 65349171003 scopus 로고    scopus 로고
    • Improving the numerical solution of soil moisture-based Richards equation for land models with a deep or shallow water table
    • Zeng, X. and Decker, M.: Improving the numerical solution of soil moisture-based Richards equation for land models with a deep or shallow water table, J. Hydrometeorol., 10, 308-319, 2009.
    • (2009) J. Hydrometeorol. , vol.10 , pp. 308-319
    • Zeng, X.1    Decker, M.2


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