메뉴 건너뛰기




Volumn 15, Issue 8, 2011, Pages 2437-2457

Simultaneous estimation of land surface scheme states and parameters using the ensemble Kalman filter: Identical twin experiments

Author keywords

[No Author keywords available]

Indexed keywords

ATMOSPHERIC FORCING; CONSTRAINED ESTIMATION; EMPIRICAL PARAMETERS; ENSEMBLE KALMAN FILTER; ESTIMATED PARAMETER; ESTIMATION METHODS; ESTIMATION PERFORMANCE; HYDRAULIC PARAMETERS; INITIAL CONDITIONS; INITIAL PARAMETER; LAND SURFACE MODELS; LAND SURFACE SCHEME; MEAN VALUES; MODEL PARAMETERS; MOISTURE STATE; MULTIPARAMETERS; NEAR-SURFACE; NON-CONSTRAINED; PARAMETERS ESTIMATED; PHYSICALLY BASED; SATURATED HYDRAULIC CONDUCTIVITY; SATURATED SOILS; SIMULTANEOUS ESTIMATION; SOIL TEXTURES; STATE PARAMETER ESTIMATION; TWIN EXPERIMENTS;

EID: 79961238018     PISSN: 10275606     EISSN: 16077938     Source Type: Journal    
DOI: 10.5194/hess-15-2437-2011     Document Type: Article
Times cited : (26)

References (49)
  • 1
    • 33750467661 scopus 로고    scopus 로고
    • Ensemble-based simultaneous state and parameter estimation in a two-dimensional sea-breeze model
    • DOI 10.1175/MWR3224.1
    • Aksoy, A., Zhang, F., and Nielsen-Gammon, J. W.: Ensemblebased simultaneous state and parameter estimation in a twodimensional sea-breeze model, Mon. Weather Rev., 134, 2951-2970, 2006. (Pubitemid 44649932)
    • (2006) Monthly Weather Review , vol.134 , Issue.10 , pp. 2951-2970
    • Aksoy, A.1    Zhang, F.2    Nielsen-Gammon, J.W.3
  • 2
    • 0035655814 scopus 로고    scopus 로고
    • An ensemble adjustment Kalman filter for data assimilation
    • Anderson, J. L.: An ensemble adjustment Kalman filter for data assimilation, Mon. Weather Rev., 129, 2884-2903, 2001. (Pubitemid 34004796)
    • (2001) Monthly Weather Review , vol.129 , Issue.12 , pp. 2884-2903
    • Anderson, J.L.1
  • 3
    • 3343006936 scopus 로고    scopus 로고
    • Parameter estimation in an intermediate complexity earth system model using an ensemble Kalman filter
    • DOI 10.1016/j.ocemod.2003.12.004, PII S1463500303000726
    • Annan, J. D., Hargreaves, J. C., Edwards, N. R., and Marsh, R.: Parameter estimation in an intermediate complexity earth system model using an ensemble Kalman filter, Ocean Modell., 8, 135-154, 2005. (Pubitemid 38994779)
    • (2005) Ocean Modelling , vol.8 , Issue.1-2 , pp. 135-154
    • Annan, J.D.1    Hargreaves, J.C.2    Edwards, N.R.3    Marsh, R.4
  • 4
    • 0032439201 scopus 로고    scopus 로고
    • Analysis scheme in the ensemble Kalman filter
    • Burgers, G., van Leeuwen, P. J., and Evensen, G.: Analysis scheme in the ensemble Kalman filter, Mon. Weather Rev., 126, 1719-1724, 1998. (Pubitemid 128597660)
    • (1998) Monthly Weather Review , vol.126 , Issue.6 , pp. 1719-1724
    • Burgers, G.1    Van Leeuwen, P.J.2    Evensen, G.3
  • 5
    • 55249113367 scopus 로고    scopus 로고
    • An improved state-parameter analysis of ecosystem models using data assimilation
    • Chen, M., Liu, S., Tieszen, L. L., and Hollinger, D. Y.: An improved state-parameter analysis of ecosystem models using data assimilation, Ecol. Model., 219, 317-326, 2008.
    • (2008) Ecol. Model. , vol.219 , pp. 317-326
    • Chen, M.1    Liu, S.2    Tieszen, L.L.3    Hollinger, D.Y.4
  • 6
    • 0018004518 scopus 로고
    • Empirical equations for some soil hydraulic properties
    • Clapp, R. B. and Hornberger, G.. M.: Empirical equations for some soil hydraulic properties,Water Resour. Res., 14, 601-604, 1978.
    • (1978) Water Resour. Res. , vol.14 , pp. 601-604
    • Clapp, R.B.1    Hornberger, G.M.2
  • 7
    • 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(6), 682-690, 1984.
    • (1984) Water Resour. Res. , vol.20 , Issue.6 , pp. 682-690
    • Cosby, B.J.1    Hornberger, G.M.2    Clapp, R.B.3    Ginn, T.R.4
  • 9
    • 33746034966 scopus 로고    scopus 로고
    • Contribution of thermal infrared remote sensing data in multiobjective calibration of a dual-source SVAT model
    • DOI 10.1175/JHM503.1
    • Coudert, B., Ottlé, C., Boudevillain, B., Demarty, J., and Guillevic, P.: Contribution of thermal infrared remote sensing data in multiobjective calibration of a dual-source SVAT model, J. Hydrometeorol., 7, 404-420, 2006. (Pubitemid 44070411)
    • (2006) Journal of Hydrometeorology , vol.7 , Issue.3 , pp. 404-420
    • Coudert, B.1    Ottle, C.2    Boudevillain, B.3    Demarty, J.4    Guillevic, P.5
  • 10
    • 78649946736 scopus 로고    scopus 로고
    • An improved approach for estimating observation and model error parameters in soil moisture data assimilation
    • doi:10.1029/2010WR009402
    • Crow, W. T. and van den Berg, M. J.: An improved approach for estimating observation and model error parameters in soil moisture data assimilation, Water Resour. Res., 46, W12519, doi:10.1029/2010WR009402, 2010.
    • (2010) Water Resour. Res. , vol.46
    • Crow, W.T.1    Van Den Berg, M.J.2
  • 11
    • 33746103323 scopus 로고    scopus 로고
    • Impact of incorrect model error assumptions on the sequential assimilation of remotely sensed surface soil moisture
    • DOI 10.1175/JHM499.1
    • Crow, W. T. and Van Loon, E.: Impact of incorrect model error assumptions on the sequential assimilation of remotely sensed surface soil moisture, J. Hydrometeorol., 7, 421-432, 2006. (Pubitemid 44070412)
    • (2006) Journal of Hydrometeorology , vol.7 , Issue.3 , pp. 421-432
    • Crow, W.T.1    Van Loon, E.2
  • 12
    • 79451473599 scopus 로고    scopus 로고
    • Radiance data assimilation for operational snow and streamflow forecasting
    • Dechant C. and Moradkhani H.: Radiance data assimilation for operational snow and streamflow forecasting, Adv. Water Resour., 34, 351-364, 2010.
    • (2010) Adv. Water Resour. , vol.34 , pp. 351-364
    • Dechant, C.1    Moradkhani, H.2
  • 14
    • 0028193070 scopus 로고
    • Sequential data assimilation with a nonlinear quasigeostrophic model using Monte Carlo methods to forecast error statistics
    • Evensen, G.: Sequential data assimilation with a nonlinear quasigeostrophic model using Monte Carlo methods to forecast error statistics, J. Geophys. Res., 99(C5), 10143-10162, 1994.
    • (1994) J. Geophys. Res. , vol.99 , Issue.C5 , pp. 10143-10162
    • Evensen, G.1
  • 15
    • 84884550570 scopus 로고    scopus 로고
    • The ensemble Kalman filter: Theoretical formulation and practical implementation
    • Evensen, G.: The ensemble Kalman filter: Theoretical formulation and practical implementation, Ocean Dyn., 53, 343-367, 2003.
    • (2003) Ocean Dyn. , vol.53 , pp. 343-367
    • Evensen, G.1
  • 16
    • 55249106218 scopus 로고    scopus 로고
    • Real-time groundwater flow modeling with the Ensemble Kalman Filter: Joint estimation of states and parameters and the filter inbreeding problem
    • doi:10.1029/2007WR006505
    • Franssen H. J. H. and Kinzelbach W.: Real-time groundwater flow modeling with the Ensemble Kalman Filter: Joint estimation of states and parameters and the filter inbreeding problem, Water Resour. Res., 44, W09408, doi:10.1029/2007WR006505, 2008.
    • (2008) Water Resour. Res. , vol.44
    • Franssen, H.J.H.1    Kinzelbach, W.2
  • 17
    • 84997820175 scopus 로고    scopus 로고
    • Outline of GAME/HUBEX
    • Edited by: Fujiyoshi, Y., and Ding, Y. H., GAME/HUBEX Project Office, Beijing, 1-6
    • Fujiyoshi, Y., Ding, Y. H., and Zhang, Y.: Outline of GAME/HUBEX, in: Final Report of GAME/HUBEX, Edited by: Fujiyoshi, Y., and Ding, Y. H., GAME/HUBEX Project Office, Beijing, 1-6, 610 pp., 2006.
    • (2006) Final Report of GAME/HUBEX , pp. 610
    • Fujiyoshi, Y.1    Ding, Y.H.2    Zhang, Y.3
  • 19
    • 0029486245 scopus 로고
    • A climate-vegetation interaction model: Simulating physical and biological processes at the surface
    • Ji, J. J.: A climate-vegetation interaction model: Simulating physical and biological processes at the surface, J. Biogeogr., 22, 445-451, 1995.
    • (1995) J. Biogeogr. , vol.22 , pp. 445-451
    • Ji, J.J.1
  • 20
    • 0002825488 scopus 로고
    • A simple land surface process model for use in climate studies
    • Ji, J. J. and Hu, Y.: A simple land surface process model for use in climate studies, Acta. Meteorologic. Siniea, 3, 342-351, 1989.
    • (1989) Acta. Meteorologic. Siniea , vol.3 , pp. 342-351
    • Ji, J.J.1    Hu, Y.2
  • 21
    • 77953061918 scopus 로고    scopus 로고
    • Simultaneous estimation of microphysical parameters and the atmospheric state using simulated polarimetric radar data and an ensemble Kalman filter in the presence of an observation operator error
    • doi:10.1175/2009MWR2748.1
    • Jung, Y., Xue, M., and Zhang, G.: Simultaneous estimation of microphysical parameters and the atmospheric state using simulated polarimetric radar data and an ensemble Kalman filter in the presence of an observation operator error, Mon. Weather Rev., 138, 539-562, doi:10.1175/2009MWR2748.1, 2010.
    • (2010) Mon. Weather Rev. , vol.138 , pp. 539-562
    • Jung, Y.1    Xue, M.2    Zhang, G.3
  • 22
    • 85024423711 scopus 로고
    • New results in linear prediction and filtering theory
    • Kalman, R. and Bucy, R.: New results in linear prediction and filtering theory, Trans. AMSE J. Basic Eng., 83D, 95-108, 1961.
    • (1961) Trans. AMSE J. Basic Eng. , vol.83 D , pp. 95-108
    • Kalman, R.1    Bucy, R.2
  • 23
    • 78751618597 scopus 로고    scopus 로고
    • Snow water equivalent estimation using Bayesian data assimilation methods
    • doi:10.1007/s00477-010-0445-5
    • Leisenring M. and Moradkhani, H.: Snow water equivalent estimation using Bayesian data assimilation methods, Stoch. Environ. Res. Risk Assess., 25, 253-270, doi:10.1007/s00477-010-0445- 5, 2010.
    • (2010) Stoch. Environ. Res. Risk Assess. , vol.25 , pp. 253-270
    • Leisenring, M.1    Moradkhani, H.2
  • 24
    • 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
  • 25
    • 34848889698 scopus 로고    scopus 로고
    • Dynamic calibration with an ensemble Kalman filter based data assimilation approach for root-zone moisture predictions
    • DOI 10.1175/JHM582.1
    • Montaldo, N., Albertson, J. D., and Mancini, M.: Dynamic calibration with an ensemble Kalman filter based data assimilation approach for root-zone moisture predictions, J. Hydrometeorol., 8, 910-921, 2007. (Pubitemid 47491209)
    • (2007) Journal of Hydrometeorology , vol.8 , Issue.4 , pp. 910-921
    • Montaldo, N.1    Albertson, J.D.2    Mancini, M.3
  • 26
    • 79951977683 scopus 로고    scopus 로고
    • Hydraulic parameter estimation by remotely-sensed top soil moisture observations with the particle filter
    • Montzka, C., Moradkhani, H., Weihermuller, L., Canty, M., Hendricks Franssen, H. J., and Vereecken, H.: Hydraulic parameter estimation by remotely-sensed top soil moisture observations with the particle filter, J. Hydrol., 399, 410-421, 2011.
    • (2011) J. Hydrol. , vol.399 , pp. 410-421
    • Montzka, C.1    Moradkhani, H.2    Weihermuller, L.3    Canty, M.4    Hendricks Franssen, H.J.5    Vereecken, H.6
  • 27
    • 20844449766 scopus 로고    scopus 로고
    • Uncertainty assessment of hydrologic model states and parameters: Sequential data assimilation using the particle filter
    • DOI 10.1029/2004WR003604, W05012
    • Moradkhani H., Hsu, K., Gupta, H. V., and Sorooshian, S.: Uncertainty assessment of hydrologic model states and parameters: Sequential data assimilation using the particle filter, Water Resour. Res., 41, W05012, doi:10.1029/2004WR003604, 2005a. (Pubitemid 40856462)
    • (2005) Water Resources Research , vol.41 , Issue.5 , pp. 1-17
    • Moradkhani, H.1    Hsu, K.-L.2    Gupta, H.3    Sorooshian, S.4
  • 28
    • 11944268965 scopus 로고    scopus 로고
    • Dual state-parameter estimation of hydrological models using ensemble Kalman filter
    • DOI 10.1016/j.advwatres.2004.09.002, PII S0309170804001605
    • Moradkhani, H., Sorooshian S., Gupta, H. V., and Houser, P.: Dual State-Parameter Estimation of Hydrological Models using Ensemble Kalman Filter, Adv. Water Resour., 28, 135-147, 2005b. (Pubitemid 40102390)
    • (2005) Advances in Water Resources , vol.28 , Issue.2 , pp. 135-147
    • Moradkhani, H.1    Sorooshian, S.2    Gupta, H.V.3    Houser, P.R.4
  • 29
    • 46749086268 scopus 로고    scopus 로고
    • Trends and scales of observed soil moisture variations in China
    • Nie, S., Luo, Y., and Zhu, J.: Trends and scales of observed soil moisture variations in China, Adv. Atmos. Sci., 25(1), 43-58, 2008.
    • (2008) Adv. Atmos. Sci. , vol.25 , Issue.1 , pp. 43-58
    • Nie, S.1    Luo, Y.2    Zhu, J.3
  • 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
  • 31
    • 0036003014 scopus 로고    scopus 로고
    • Hydrological land surface response in a tropical regime and a midlatitudinal regime
    • Niyogi, D. S., Xue, Y., and Raman, S.: Hydrological land surface response in a tropical regime and a midlatitudinal regime, J. Hydrometeorol., 3, 39-56, 2002.
    • (2002) J. Hydrometeorol. , vol.3 , pp. 39-56
    • Niyogi, D.S.1    Xue, Y.2    Raman, S.3
  • 32
    • 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
  • 34
    • 16344377761 scopus 로고    scopus 로고
    • Global assimilation of satellite surface soil moisture retrievals into the NASA catchment land surface model
    • DOI 10.1029/2004GL021700, L02404
    • Reichle R. H. and Koster, R. D.: Global assimilation of satellite surface soil moisture retrievals into the NASA Catchment land surface model, Geophys. Res. Lett., 32, L02404, doi:10.1029/2004GL021700, 2005. (Pubitemid 40473027)
    • (2005) Geophysical Research Letters , vol.32 , Issue.2 , pp. 1-4
    • Reichle, R.H.1    Koster, R.D.2
  • 35
    • 43049119984 scopus 로고    scopus 로고
    • An adaptive ensemble Kalman filter for soil moisture data assimilation
    • DOI 10.1029/2007WR006357
    • Reichle, R. H., Crow, W. T., and Keppenne, C. L.: An adaptive ensemble Kalman filter for soil moisture data assimilation,Water Resour. Res., 44, W03423, doi:10.1029/2007WR006357, 2008. (Pubitemid 351628553)
    • (2008) Water Resources Research , vol.44 , Issue.3
    • Reichle, R.H.1    Crow, W.T.2    Keppenne, C.L.3
  • 36
    • 0034870111 scopus 로고    scopus 로고
    • Downscaling of radio brightness measurements for soil moisture estimation: A four-dimensional variational data assimilation approach
    • DOI 10.1029/2001WR000475
    • Reichle, R. H., Entekhabi, D., and McLaughlin, D. B.: Downscaling of radio brightness measurements for soil moisture estimation: A four-dimensional variational data assimilation approach, Wate Resour. Res., 37, 2353-2364, 2001a. (Pubitemid 32808505)
    • (2001) Water Resources Research , vol.37 , Issue.9 , pp. 2353-2364
    • Reichle, R.H.1    Entekhabi, D.2    McLaughlin, D.B.3
  • 37
    • 0035444823 scopus 로고    scopus 로고
    • Variational data assimilation of microwave radiobrightness observations for land surface hydrology applications
    • DOI 10.1109/36.942549, PII S0196289201066839, Large Scale Passive Microwave Remote Sensing of Soil Moisture
    • Reichle, R. H., McLaughlin, D. B., and Entekhabi, D.: Variational data assimilation of microwave radiobrightness observations for land surface hydrologic applications, IEEE Trans. Geosci. Remote Sens., 39, 1708-1718, 2001b. (Pubitemid 32933010)
    • (2001) IEEE Transactions on Geoscience and Remote Sensing , vol.39 , Issue.8 , pp. 1708-1718
    • Reichle, R.H.1    McLaughlin, D.B.2    Entekhabi, D.3
  • 38
    • 0036322061 scopus 로고    scopus 로고
    • Hydrologic data assimilation with the ensemble Kalman filter
    • Reichle, R. H., McLaughlin, D. B., and Entekhabi, D.: Hydrologic data assimilation with the ensemble Kalman filter, Mon.Weather Rev., 130, 103-114, 2002a. (Pubitemid 34838242)
    • (2002) Monthly Weather Review , vol.130 , Issue.1 , pp. 103-114
    • Reichle, R.H.1    McLaughlin, D.B.2    Entekhabi, D.3
  • 39
    • 0036960475 scopus 로고    scopus 로고
    • Extended versus ensemble Kalman filtering for land data assimilation
    • DOI 10.1175/1525-7541(2002)003<0728:EVEKFF>2.0.CO;2
    • Reichle, R. H., Walker, J. P., Koster, R. D., and Houser, P. R.: Extended versus ensemble Kalman filtering for land data assimilation, J. Hydrometeor., 3, 728-740, 2002b. (Pubitemid 36122408)
    • (2002) Journal of Hydrometeorology , vol.3 , Issue.6 , pp. 728-740
    • Reichle, R.J.1    Walker, J.P.2    Koster, R.D.3    Houser, P.R.4
  • 41
    • 0034193893 scopus 로고    scopus 로고
    • Improved prediction of unsaturated hydraulic conductivity with the Mualem-van Genuchten model
    • Schaap, M. G. and Leij, F. J.: Improved prediction of unsaturated hydraulic conductivity with the Mualem-van Genuchten model, Soil Sci. Soc. Am. J., 64, 843-851, 2000. (Pubitemid 30416599)
    • (2000) Soil Science Society of America Journal , vol.64 , Issue.3 , pp. 843-851
    • Schaap, M.G.1    Leij, F.J.2
  • 42
    • 0019057216 scopus 로고
    • A closed-form equation for predicting the hydraulic conductivity of unsaturated soils
    • van Genuchten, M. T.: A closed-form equation for predicting the hydraulic conductivity of unsaturated soils, Soil Sci. Soc. Am. J., 44, 892-898, 1980.
    • (1980) Soil Sci. Soc. Am. J. , vol.44 , pp. 892-898
    • Van Genuchten, M.T.1
  • 43
    • 72149099854 scopus 로고    scopus 로고
    • State and parameter estimation of hydrologic models using the constrained ensemble Kalman filter
    • doi:10.1029/2008WR007401
    • Wang, D., Chen, Y., and Cai, X.: State and parameter estimation of hydrologic models using the constrained ensemble Kalman filter, Water Resour. Res., 45, W11416, doi:10.1029/2008WR007401, 2009.
    • (2009) Water Resour. Res. , vol.45
    • Wang, D.1    Chen, Y.2    Cai, X.3
  • 44
    • 0034923221 scopus 로고    scopus 로고
    • A methodology for initializing soil moisture in a global climate model: Assimilation of near-surface soil moisture observations
    • 2001JD900149
    • Walker, J. P. and Houser, P. R.: A methodology for initializing soil moisture in a global climate model: Assimilation of near surface soil moisture observations, J. Geophys. Res., 106, 11761-11774, 2001. (Pubitemid 33720200)
    • (2001) Journal of Geophysical Research D: Atmospheres , vol.106 , Issue.D11 , pp. 11761-11774
    • Walker, J.P.1    Houser, P.R.2
  • 45
    • 0032170997 scopus 로고    scopus 로고
    • Calibration of the CLASS model and its improvement under agricultural conditions
    • Wen, L., Gallichand, J., Viau, A. A., Delage, Y., and Benoit, R.: Calibration of the CLASS model and its improvement under agricultural conditions, T. ASAE, 41, 1345-1351, 1998.
    • (1998) T. ASAE , vol.41 , pp. 1345-1351
    • Wen, L.1    Gallichand, J.2    Viau, A.A.3    Delage, Y.4    Benoit, R.5
  • 46
    • 0035479883 scopus 로고    scopus 로고
    • Pedotransfer functions: Bridging the gap between available basic soil data and missing soil hydraulic characteristics
    • DOI 10.1016/S0022-1694(01)00464-4, PII S0022169401004644
    • Wosten, J., Pachepsky Y., and Rawls W.: Pedotransfer functions: bridging the gap between available basic soil data and missing soil hydraulic characteristics, J. Hydrol., 251, 123-150, 2001. (Pubitemid 32792748)
    • (2001) Journal of Hydrology , vol.251 , Issue.3-4 , pp. 123-150
    • Wosten, J.H.M.1    Pachepsky, Ya.A.2    Rawls, W.J.3
  • 47
    • 0036012207 scopus 로고    scopus 로고
    • Calibrating a land surface model of varying complexity using multicriteria methods and the Cabauw dataset
    • Xia, Y., Pitman, A. J., Gupta, H. V., Leplastrier, M., Henderson- Sellers, A., and Bastidas, L. A.: Calibrating a land surface model of varying complexity using multicriteria methods and the Cabauw dataset, J. Hydrometeorol., 3, 181-194, 2002.
    • (2002) J. Hydrometeorol. , vol.3 , pp. 181-194
    • Xia, Y.1    Pitman, A.J.2    Gupta, H.V.3    Leplastrier, M.4    Henderson-Sellers, A.5    Bastidas, L.A.6
  • 48
    • 77953350806 scopus 로고    scopus 로고
    • Revising the ensemble-based Kalman filter covariance for the retrieval of deep-layer soil moisture
    • Zhang, S., Zeng, X., Zhang, W., and Barlage, M.: Revising the ensemble-based Kalman filter covariance for the retrieval of deep-layer soil moisture, J. Hydrometeorol., 11, 219-227, 2010.
    • (2010) J. Hydrometeorol. , vol.11 , pp. 219-227
    • Zhang, S.1    Zeng, X.2    Zhang, W.3    Barlage, M.4
  • 49
    • 0035012764 scopus 로고    scopus 로고
    • Predicting unsaturated hydraulic conductivity of soil based on some basic soil properties
    • DOI 10.1016/S0167-1987(01)00160-X, PII S016719870100160X
    • Zhuang, J., Nakayama, K., Yu, G. R., and Miyazaki, T.: Predicting unsaturated hydraulic conductivity of soil based on some basic soil properties, Soil Till. Res., 59, 143-154, 2001. (Pubitemid 32453957)
    • (2001) Soil and Tillage Research , vol.59 , Issue.3-4 , pp. 143-154
    • Zhuang, J.1    Nakayama, K.2    Yu, G.R.3    Miyazaki, T.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.