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Volumn 18, Issue 7, 2014, Pages 2543-2557

Kalman filters for assimilating near-surface observations into the Richards equation - Part 3: Retrieving states and parameters from laboratory evaporation experiments

Author keywords

[No Author keywords available]

Indexed keywords

BUDGET CONTROL; EVAPORATION; EXPERIMENTS; SOIL MOISTURE; SOLUTE TRANSPORT;

EID: 84903831409     PISSN: 10275606     EISSN: 16077938     Source Type: Journal    
DOI: 10.5194/hess-18-2543-2014     Document Type: Article
Times cited : (11)

References (45)
  • 1
    • 65349113948 scopus 로고    scopus 로고
    • Ensemble kalman filter data assimilation for a process based catchment scale model of surface and subsurface flow
    • doi:10.1029/2008WR007031
    • Camporese, M., Paniconi, C., Putti, M., and Salandin, P.: Ensemble Kalman filter data assimilation for a process based catchment scale model of surface and subsurface flow, Water Resour. Res., 45, W10421, doi:10.1029/2008WR007031, 2009
    • (2009) Water Resour. Res , vol.45
    • Camporese, M.1    Paniconi, C.2    Putti, M.3    Salandin, P.4
  • 2
    • 0024249894 scopus 로고
    • Developing joint probability distributions of soil water retention characteristics
    • Carsel, R. F. and Parrish, R. S.: Developing joint probability distributions of soil water retention characteristics, Water Resour. Res., 24, 755-769, doi:10.1029/WR024i005p00755, 1988 (Pubitemid 19296354)
    • (1988) Water Resources Research , vol.24 , Issue.5 , pp. 755-769
    • Carsel, R.F.1    Parrish, R.S.2
  • 3
    • 76449114156 scopus 로고    scopus 로고
    • Functional evaluation of ptf prediction uncertainty: An application at hillslope scale
    • Chirico, G. B., Medina, H., and Romano, N.: Functional evaluation of PTF prediction uncertainty: An application at hillslope scale, Geoderma, 155, 193-202, 2010
    • (2010) Geoderma , vol.155 , pp. 193-202
    • Chirico, G.B.1    Medina, H.2    Romano, N.3
  • 4
    • 84903830169 scopus 로고    scopus 로고
    • Kalman filters for assimilating near-surface observations into the richards equation- part 1: Retrieving state profiles with linear and nonlinear numerical schemes
    • doi:10.5194/hess-18-2503-2014
    • Chirico, G. B., Medina, H., and Romano, N.: Kalman filters for assimilating near-surface observations into the Richards equation- Part 1: Retrieving state profiles with linear and nonlinear numerical schemes, Hydrol. Earth Syst. Sci., 18, 2503-2520, doi:10.5194/hess-18-2503-2014, 2014
    • (2014) Hydrol. Earth Syst. Sci , vol.18 , pp. 2503-2520
    • Chirico, G.B.1    Medina, H.2    Romano, N.3
  • 5
    • 34547188179 scopus 로고    scopus 로고
    • State and bias estimation for soil moisture profiles by an ensemble Kalman filter: Effect of assimilation depth and frequency
    • DOI 10.1029/2006WR005100
    • De Lannoy, G. J. M., Houser, P. R., Pauwels, V. R. N., and Verhoest, N. E. C.: State and bias estimation for soil moisture profiles by an ensemble Kalman filter: Effect of assimilation depth and frequency, Water Resour. Res., 43, W06401, doi:10.1029/2006WR005100, 2007 (Pubitemid 47124424)
    • (2007) Water Resources Research , vol.43 , Issue.6
    • De Lannoy, G.J.M.1    Houser, P.R.2    Pauwels, V.R.N.3    Verhoest, N.E.C.4
  • 6
    • 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, 2007 (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
  • 7
    • 15444371779 scopus 로고    scopus 로고
    • An ensemble-based reanalysis approach to land data assimilation
    • DOI 10.1029/2004WR003449, W02013
    • Dunne, S. and Entekhabi, D.: An ensemble-based reanalysis approach to land data assimilation, Water Resour. Res., 41, W02013, doi:10.1029/ 2004WR003449, 2005 (Pubitemid 40393932)
    • (2005) Water Resources Research , vol.41 , Issue.2 , pp. 1-18
    • Dunne, S.1    Entekhabi, D.2
  • 8
    • 0028403705 scopus 로고
    • Solving the inverse problem for soil moisture and temperature profiles by sequential assimilation of multifrequency remote sensed observations
    • Entekhabi, D., Nakamura, H., and Njoku, E. G.: Solving the inverse problem for soil moisture and temperature profiles by sequential assimilation of multifrequency remote sensed observations, IEEE Trans. Geosci. Remote Sens., 32, 438-448, 1994
    • (1994) IEEE Trans. Geosci. Remote Sens , vol.32 , pp. 438-448
    • Entekhabi, D.1    Nakamura, H.2    Njoku, E.G.3
  • 9
    • 76149129679 scopus 로고    scopus 로고
    • Effective soil moisture sampling depth of l-band radiometry: A case study
    • Escorihuela, M. J., Chanzy, A., Wigneron, J. P., and Kerr, Y. H.: Effective soil moisture sampling depth of L-band radiometry: A case study, Remote Sense Environ., 114, 995-1001, 2010
    • (2010) Remote Sense Environ , vol.114 , pp. 995-1001
    • Escorihuela, M.J.1    Chanzy, A.2    Wigneron, J.P.3    Kerr, Y.H.4
  • 11
    • 0033820573 scopus 로고    scopus 로고
    • Assimilation of active microwave observation data for soil moisture profile estimation
    • doi:10.1029/2000WR900100
    • Hoeben, R. and Troch P. A.: Assimilation of active microwave observation data for soil moisture profile estimation, Water Resour. Res., 36, 2805-2819, doi:10.1029/2000WR900100, 2000
    • (2000) Water Resour. Res , vol.36 , pp. 2805-2819
    • Hoeben, R.1    Troch, P.A.2
  • 12
    • 0031347068 scopus 로고    scopus 로고
    • A new extension of the kalman filter to nonlinear systems
    • Julier, S. J. and Uhlmann, J. K. A New Extension of the Kalman Filter to Nonlinear Systems, in: Proc. SPIE- Int. Soc. Opt. Eng. (USA), 3068, 182-193, 1997
    • (1997) Proc. SPIE- Int. Soc. Opt. Eng. (USA , vol.3068 , pp. 182-193
    • Julier, S.J.1    Uhlmann, J.K.2
  • 13
    • 21244437999 scopus 로고    scopus 로고
    • Unscented filtering and nonlinear estimation
    • DOI 10.1109/JPROC.2003.823141, Sequential State Estimation: From Kalman Filters to Particles Filters
    • Julier, S. J. and Uhlmann, J. K.: Unscented Filtering and Nonlinear Estimation, Pro. IEEE, 92, 401-422, 2004 (Pubitemid 40890750)
    • (2004) Proceedings of the IEEE , vol.92 , Issue.3 , pp. 401-422
    • Julier, S.J.1    Uhlmann, J.K.2
  • 15
    • 85024429815 scopus 로고
    • A new approach to linear filtering and prediction problems
    • Kalman, R. E.: A New Approach to Linear Filtering and Prediction Problems, ASME J. Basic Eng., 82D, 35-45, 1960
    • (1960) ASME J. Basic Eng , vol.82 D , pp. 35-45
    • Kalman, R.E.1
  • 16
    • 0036822365 scopus 로고    scopus 로고
    • Noniterative time stepping schemes with adaptive truncation error control for the solution of Richards equation
    • doi:10.1029/2001WR000720
    • Kavetski, D., Binning, P., and Sloan, S. W.: Noniterative time stepping schemes with adaptive truncation error control for the solution of Richards equation, Water Resour. Res., 38, 1211, doi:10.1029/2001WR000720, 2002
    • (2002) Water Resour. Res , vol.38 , pp. 1211
    • Kavetski, D.1    Binning, P.2    Sloan, S.W.3
  • 17
    • 36648998731 scopus 로고    scopus 로고
    • Uncertainty in hydrologic modeling: Toward an integrated data assimilation framework
    • DOI 10.1029/2006WR005756
    • Liu, Y. and Gupta H. V.: Uncertainty in hydrologic modeling: Toward an integrated data assimilation framework, Water Resour. Res., 43, W07401, doi:10.1029/2006WR005756, 2007 (Pubitemid 350194456)
    • (2007) Water Resources Research , vol.43 , Issue.7
    • Liu, Y.1    Gupta, H.V.2
  • 18
    • 80052924643 scopus 로고    scopus 로고
    • Multi-scale assimilation of root zone soil water predictions
    • doi:10.1002/hyp.8034
    • Lü, H., Yu, Z., Horton, R., Zhu, Y., Wang, Z., Hao, Z. and Xiang, L.: Multi-scale assimilation of root zone soil water predictions, Hydrol. Process., 25, 3158-3172, doi:10.1002/hyp.8034, 2011
    • (2011) Hydrol. Process , vol.25 , pp. 3158-3172
    • Lü, H.1    Yu, Z.2    Horton, R.3    Zhu, Y.4    Wang, Z.5    Hao, Z.6    Xiang, L.7
  • 19
    • 0036704805 scopus 로고    scopus 로고
    • An integrated approach to hydrologic data assimilation: Interpolation, smoothing, and filtering
    • McLaughlin, D. B.: An integrated approach to hydrologic data assimilation: Interpolation, smoothing, and filtering, Adv. Water Resour., 25, 1275-1286, 2002
    • (2002) Adv. Water Resour , vol.25 , pp. 1275-1286
    • McLaughlin, D.B.1
  • 20
    • 84903828635 scopus 로고    scopus 로고
    • Kalman filters for assimilating near-surface observations into the Richards equation- Part 2: A dual filter approach for simultaneous retrieval of states and parameters
    • doi:10.5194/hess-18-2521-2014
    • Medina, H., Romano, N., and Chirico, G. B.: Kalman filters for assimilating near-surface observations into the Richards equation- Part 2: A dual filter approach for simultaneous retrieval of states and parameters, Hydrol. Earth Syst. Sci., 18, 2521-2541, doi:10.5194/hess-18-2521-2014, 2014
    • (2014) Hydrol. Earth Syst. Sci , vol.18 , pp. 2521-2541
    • Medina, H.1    Romano, N.2    Chirico, G.B.3
  • 21
    • 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., Hendricks-Franssen, H. J., Canty, M., 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    Hendricks-Franssen, H.J.4    Canty, M.5    Vereecken, H.6
  • 22
    • 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 hydrologic models using ensemble Kalman filter, Adv. Water Resour., 28, 135-147, 2005 (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
  • 23
    • 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. L., 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, 2005 (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
  • 24
    • 0026282291 scopus 로고
    • Numerical evaluation of iterative and noniterative methods for the solution of the nonlinear Richards equation
    • Paniconi, C., Aldama, A. A., and Wood, E. F.: Numerical evaluation of iterative and noniterative methods for the solution of the nonlinear Richards equation,Water Resour. Res., 27, 1147-1163, 1991
    • (1991) Water Resour. Res , vol.27 , pp. 1147-1163
    • Paniconi, C.1    Aldama, A.A.2    Wood, E.F.3
  • 25
    • 84856961948 scopus 로고    scopus 로고
    • The importance of parameter resampling for soil moisture data assimilation into hydrologic models using the particle filter
    • doi:10.5194/hess-16-375-2012
    • Plaza, D. A., De Keyser, R., De Lannoy, G. J. M., Giustarini, L., Matgen, P., and Pauwels, V. R. N.: The importance of parameter resampling for soil moisture data assimilation into hydrologic models using the particle filter, Hydrol. Earth Syst. Sci., 16, 375-390, doi:10.5194/hess-16-375-2012, 2012
    • (2012) Hydrol. Earth Syst. Sci , vol.16 , pp. 375-390
    • Plaza, D.A.1    De Keyser, R.2    De Lannoy, G.J.M.3    Giustarini, L.4    Matgen, P.5    Pauwels, V.R.N.6
  • 26
    • 33846077982 scopus 로고    scopus 로고
    • Spatial evaluation of pedotransfer functions using wavelet analysis
    • DOI 10.1016/j.jhydrol.2006.08.007, PII S0022169406004227
    • Pringle, M. J., Romano, N., Minasny, B., Chirico, G. B., and Lark, R. M.: Spatial evaluation of pedotransfer functions using wavelet analysis, J. Hydrol., 333, 182-198, 2007 (Pubitemid 46070182)
    • (2007) Journal of Hydrology , vol.333 , Issue.2-4 , pp. 182-198
    • Pringle, M.J.1    Romano, N.2    Minasny, B.3    Chirico, G.B.4    Lark, R.M.5
  • 27
    • 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. L., Yang, K., Kaihotsu, I., Liu, R. G., 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. Atmos., 114, D15103, doi:10.1029/2008JD011358, 2009
    • (2009) J. Geophys. Res. Atmos , vol.114
    • Qin, J.1    Liang, S.L.2    Yang, K.3    Kaihotsu, I.4    Liu, R.G.5    Koike, T.6
  • 28
    • 0842334539 scopus 로고    scopus 로고
    • Assessing the impact of horizontal error correlations in background fields on soil moisture estimation
    • DOI 10.1175/1525-7541(2003)004<1229:ATIOHE>2.0.CO;2
    • Reichle, R. H. and Koster, R. D.: Assessing the impact of horizontal error correlations in background fields on soil moisture estimation, J. Hydrometeorol., 4, 1229-1242, 2003 (Pubitemid 38162567)
    • (2003) Journal of Hydrometeorology , vol.4 , Issue.6 , pp. 1229-1242
    • Reichle, R.H.1    Koster, R.D.2
  • 29
    • 3142526553 scopus 로고    scopus 로고
    • Analysis of alternative measurement strategies for the inverse optimization of the hydraulic properties of a volcanic soil
    • DOI 10.1016/j.jhydrol.2004.03.005, PII S0022169404001386
    • Ritter, A., Muñoz-Carpena, R., Regalado, C. M., Vanclooster, M., and Lambot, S.: Analysis of alternative measurement strategies for the inverse optimization of the hydraulic properties of a volcanic soil, J. Hydrol., 295, 124-139, 2004 (Pubitemid 38893919)
    • (2004) Journal of Hydrology , vol.295 , Issue.1-4 , pp. 124-139
    • Ritter, A.1    Munoz-Carpena, R.2    Regalado, C.M.3    Vanclooster, M.4    Lambot, S.5
  • 30
    • 0032742222 scopus 로고    scopus 로고
    • Determining soil hydraulic functions from evaporation experiments by a parameter estimation approach: Experimental verifications and numerical studies
    • Romano, N. and Santini, A.: Determining soil hydraulic functions from evaporation experiments by a parameter estimation approach: Experimental verifications and numerical studies, Water Resour. Res., 35, 3343-3359, 1999
    • (1999) Water Resour. Res , vol.35 , pp. 3343-3359
    • Romano, N.1    Santini, A.2
  • 31
    • 80053600375 scopus 로고    scopus 로고
    • Inverse modelling of in situ soil water dynamics: Investigating the effect of different prior distributions of the soil hydraulic parameters
    • doi:10.5194/hess-15-3043-2011
    • Scharnagl, B., Vrugt, J. A., Vereecken, H., and Herbst, M.: Inverse modelling of in situ soil water dynamics: Investigating the effect of different prior distributions of the soil hydraulic parameters, Hydrol. Earth Syst. Sci., 15, 3043-3059, doi:10.5194/hess-15-3043-2011, 2011
    • (2011) Hydrol. Earth Syst. Sci , vol.15 , pp. 3043-3059
    • Scharnagl, B.1    Vrugt, J.A.2    Vereecken, H.3    Herbst, M.4
  • 32
    • 0029659849 scopus 로고    scopus 로고
    • Estimating unsaturated soil hydraulic properties from tension disc infiltrometer data by numerical inversion
    • DOI 10.1029/96WR01525
    • Šimůnek J.,Van Genuchten M. T. Estimating unsaturated soil hydraulic properties from tension disc data by numerical inversion Water Resour. Res 32 2683-2696 doi:10.1029/96WR01525 1996 (Pubitemid 26350858)
    • (1996) Water Resources Research , vol.32 , Issue.9 , pp. 2683-2696
    • Simunek, J.1    Van Genuchten, M.T.2
  • 33
    • 0034794967 scopus 로고    scopus 로고
    • Bayesian recursive parameter estimation for hydrologic models
    • DOI 10.1029/2000WR900405
    • Thiemann, M., Trosset, M., Gupta, H. V., and Sorooshian, S.: Bayesian recursive parameter estimation for hydrologic models, Water Resour. Res., 37, 2521-35, 2001 (Pubitemid 32908202)
    • (2001) Water Resources Research , vol.37 , Issue.10 , pp. 2521-2535
    • Thiemann, M.1    Trosset, M.2    Gupta, H.3    Sorooshian, S.4
  • 34
    • 0018059743 scopus 로고
    • Mutually interactive state/parameter estimation (misp
    • edited by: Chiu, C.-L. University of Pittsburgh Pittsburgh, Pa.
    • Todini, E.: Mutually interactive state/parameter estimation (MISP), in Application of Kalman Filter to Hydrology, Hydraulics and Water Resources, edited by: Chiu, C.-L., University of Pittsburgh, Pittsburgh, Pa., 1978
    • (1978) Application of Kalman Filter to Hydrology, Hydraulics and Water Resources
    • Todini, E.1
  • 36
    • 0019057216 scopus 로고
    • A closed-form equation for predicting the hydraulic conductivity of unsaturated soils
    • van Genuchten, M. Th.: 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.H.1
  • 37
    • 79551694368 scopus 로고    scopus 로고
    • On the value of soil moisture measurements in vadose zone hydrology: A review
    • doi:10.1029/2008WR006829
    • Vereecken, H., Huisman, J. A., Bogena, H., Vanderborght, J., Vrugt, J. A., and Hopmans, J.W.: On the value of soil moisture measurements in vadose zone hydrology: A review, Water Resour. Res., 44, W00D06, doi:10.1029/2008WR006829, 2008
    • (2008) Water Resour. Res , vol.44
    • Vereecken, H.1    Huisman, J.A.2    Bogena, H.3    Vanderborght, J.4    Vrugt, J.A.5    Hopmans, J.W.6
  • 38
    • 0035101623 scopus 로고    scopus 로고
    • Information content of data for identifying soil hydraulic parameters from outflow experiments
    • Vrugt, J. A., Bouten, W., and Weerts, A. H.: Information content of data for identifying soil hydraulic parameters from outflow experiments, Soil Sci. Soc. Am. J., 65, 19-27, 2001 (Pubitemid 32169766)
    • (2001) Soil Science Society of America Journal , vol.65 , Issue.1 , pp. 19-27
    • Vrugt, J.A.1    Bouten, W.2    Weerts, A.H.3
  • 39
    • 0036998958 scopus 로고    scopus 로고
    • Toward improved identifiability of hydrologic model parameters: The information content of experimental data
    • doi:10.1029/2001WR001118 2002. 2044, 2045
    • Vrugt, J. A., Bouten, W., Gupta, H. V., and Sorooshian, S.: Toward improved identifiability of hydrologic model parameters: The information content of experimental data, Water Resour. Res., 38, 1312, doi:10.1029/2001WR001118, 2002. 2044, 2045, 2002
    • (2002) Water Resour. Res , vol.38 , pp. 1312
    • Vrugt, J.A.1    Bouten, W.2    Gupta, H.V.3    Sorooshian, S.4
  • 40
    • 14944365603 scopus 로고    scopus 로고
    • Improved treatment of uncertainty in hydrologic modeling: Combining the strengths of global optimization and data assimilation
    • DOI 10.1029/2004WR003059, W01017
    • Vrugt, J. A., Diks, C. G. H., Gupta, H. V., Bouten, W., and Verstraten, J. M.: Improved treatment of uncertainty in hydrologic modeling: Combining the strengths of global optimization and data assimilation, Water Resour. Res., 41, W01017, doi:10.1029/2004WR003059, 2005 (Pubitemid 40359297)
    • (2005) Water Resources Research , vol.41 , Issue.1 , pp. 1-17
    • Vrugt, J.A.1    Diks, C.G.H.2    Gupta, H.V.3    Bouten, W.4    Verstraten, J.M.5
  • 41
    • 84872965655 scopus 로고    scopus 로고
    • Hydrologic data assimilation using particle markov chain monte carlo simulation: Theory, concepts and applications
    • doi:10.1016/j.advwatres.2012.04.002
    • Vrugt, J. A., ter Braak, C. J. F., Diks, C. G. H., and Schoups, G.: Hydrologic data assimilation using particle Markov chain Monte Carlo simulation: Theory, concepts and applications, Adv. Water Resour., 51, 457-478, doi:10.1016/j.advwatres.2012.04.002, 2013
    • (2013) Adv. Water Resour , vol.51 , pp. 457-478
    • Vrugt, J.A.1    Ter Braak, C.J.F.2    Diks, C.G.H.3    Schoups, G.4
  • 42
    • 0035367203 scopus 로고    scopus 로고
    • One-dimensional soil moisture profile retrieval by assimilation of near-surface observations: A comparison of retrieval algorithms
    • DOI 10.1016/S0309-1708(00)00043-9, PII S0309170800000439
    • Walker, J. P., Willgoose G. R., and Kalma, J. D.: One-dimensional soil moisture profile retrieval by assimilation of near-surface observations: A comparison of retrieval algorithms, Adv. Water Resour., 24, 631-650, 2001 (Pubitemid 32546285)
    • (2001) Advances in Water Resources , vol.24 , Issue.6 , pp. 631-650
    • Walker, J.P.1    Willgoose, G.R.2    Kalma, J.D.3
  • 43
    • 4644265567 scopus 로고    scopus 로고
    • Active microwave remote sensing for soil moisture measurement: A field evaluation using ERS-2
    • DOI 10.1002/hyp.1343
    • Walker, J. P., Houser, P. R., andWillgoose, G. R.: Active microwave remote sensing for soil moisture measurement: A field evaluation using ERS-2, Hydrol. Process., 18, 1975-1997, 2004 (Pubitemid 39282508)
    • (2004) Hydrological Processes , vol.18 , Issue.11 , pp. 1975-1997
    • Walker, J.P.1    Houser, P.R.2    Willgoose, G.R.3
  • 44
    • 79952028458 scopus 로고    scopus 로고
    • Multi-response multi-layer vadose zone model calibration using markov chain monte carlo simulation and field water retention data
    • doi:10.1029/2010WR009265
    • Wöhling, Th. and Vrugt, J. A.: Multi-response multi-layer vadose zone model calibration using Markov chain Monte Carlo simulation and field water retention data, Water Resour. Res., 47, W04510, doi:10.1029/2010WR009265, 2011
    • (2011) Water Resour. Res , vol.47
    • Wöhling, T.H.1    Vrugt, J.A.2
  • 45
    • 68049114343 scopus 로고    scopus 로고
    • Validation of a dualpass microwave land data assimilation system for estimating surface soil moisture in semiarid regions
    • Yang, K., Koike, T., Kaihotsu, I., and Qin, J.: Validation of a dualpass microwave land data assimilation system for estimating surface soil moisture in semiarid regions, J. Hydrometeorol., 10, 780-793, 2009.
    • (2009) J. Hydrometeorol , vol.10 , pp. 780-793
    • Yang, K.1    Koike, T.2    Kaihotsu, I.3    Qin, J.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.