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Volumn 50, Issue 4, 2014, Pages 3131-3146

Joint estimation of soil moisture profile and hydraulic parameters by ground-penetrating radar data assimilation with maximum likelihood ensemble filter

Author keywords

ground penetrating radar; hydrodynamic model; joint state parameter estimation; maximum likelihood ensemble assimilation; soil moisture profile; surface soil moisture

Indexed keywords

DATA PROCESSING; ELECTROMAGNETIC WAVE PROPAGATION; ESTIMATION; FLUID DYNAMICS; GEOLOGICAL SURVEYS; SOIL MOISTURE; SOIL SURVEYS;

EID: 84899039299     PISSN: 00431397     EISSN: 19447973     Source Type: Journal    
DOI: 10.1002/2013WR014583     Document Type: Article
Times cited : (36)

References (44)
  • 1
    • 29944441090 scopus 로고    scopus 로고
    • GPR methods for hydrogeological studies
    • in, edited by Y. Rubin and S. S. Hubbard, p. Springer, New York.
    • Annan, A. P., (2005), GPR methods for hydrogeological studies, in Hydrogeophysics, edited by, Y. Rubin, and, S. S. Hubbard, p. 532, Springer, New York.
    • (2005) Hydrogeophysics , pp. 532
    • Annan, A.P.1
  • 2
    • 34347237686 scopus 로고    scopus 로고
    • Model of dielectric constant of bound water in soil for applications of microwave remote sensing
    • doi: 10.2528/PIER01042403.
    • Boyarskii, D. A., V. V. Tikhonov, and, K. N. Yu, (2002), Model of dielectric constant of bound water in soil for applications of microwave remote sensing, Prog. Electromagn. Res., 35, 251-269, doi: 10.2528/PIER01042403.
    • (2002) Prog. Electromagn. Res. , vol.35 , pp. 251-269
    • Boyarskii, D.A.1    Tikhonov, V.V.2    Yu, K.N.3
  • 3
    • 34547883090 scopus 로고    scopus 로고
    • Root zone soil moisture assessment using remote sensing and vadose zone modeling
    • Das, N. N., and, B. P. Mohanty, (2006), Root zone soil moisture assessment using remote sensing and vadose zone modeling, Vadose Zone J., 5 (1), 296-307.
    • (2006) Vadose Zone J. , vol.5 , Issue.1 , pp. 296-307
    • Das, N.N.1    Mohanty, B.P.2
  • 5
    • 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., R. H. Reichle, P. R. Houser, V. R. N. Pauwels, and, N. E. C. Verhoest, (2007), Correcting for forecast bias in soil moisture assimilation with the ensemble Kalman filter, Water Resour. Res., 43, W09410, doi: 10.1029/2006WR005449.
    • (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
  • 6
    • 84863116417 scopus 로고    scopus 로고
    • Assimilation of passive and active microwave soil moisture retrievals
    • doi: 10.1029/2011GL050655.
    • Draper, C. S., R. H. Reichle, G. J. M. De Lannoy, and, Q. Liu, (2012), Assimilation of passive and active microwave soil moisture retrievals, Geophys. Res. Lett., 39, L04401, doi: 10.1029/2011GL050655.
    • (2012) Geophys. Res. Lett. , vol.39
    • Draper, C.S.1    Reichle, R.H.2    De Lannoy, G.J.M.3    Liu, Q.4
  • 7
    • 84869993127 scopus 로고    scopus 로고
    • An ensemble Kalman filter dual assimilation of thermal infrared and microwave satellite observations of soil moisture into the Noah land surface model
    • doi: 10.1029/2011WR011268.
    • Hain, C. R., W. T. Crow, M. C. Anderson, and, J. R. Mecikalski, (2012), An ensemble Kalman filter dual assimilation of thermal infrared and microwave satellite observations of soil moisture into the Noah land surface model, Water Resour. Res., 48, W11517, doi: 10.1029/2011WR011268.
    • (2012) Water Resour. Res. , vol.48
    • Hain, C.R.1    Crow, W.T.2    Anderson, M.C.3    Mecikalski, J.R.4
  • 8
    • 33847787671 scopus 로고    scopus 로고
    • Measuring soil water content with ground penetrating radar: A review
    • Huisman, J. A., S. S. Hubbard, J. D. Redman, and, A. P. Annan, (2003), Measuring soil water content with ground penetrating radar: A review, Vadose Zone J., 2, 476-491.
    • (2003) Vadose Zone J. , vol.2 , pp. 476-491
    • Huisman, J.A.1    Hubbard, S.S.2    Redman, J.D.3    Annan, A.P.4
  • 9
    • 55249124810 scopus 로고    scopus 로고
    • Uniqueness and stability analysis of hydrogeophysical inversion for time-lapse proximal ground penetrating radar
    • doi: 10.1029/2007WR006639.
    • Jadoon, K., S. Lambot, E. Slob, and, H. Vereecken, (2008), Uniqueness and stability analysis of hydrogeophysical inversion for time-lapse proximal ground penetrating radar, Water Resour. Res., 44, W09421, doi: 10.1029/2007WR006639.
    • (2008) Water Resour. Res. , vol.44
    • Jadoon, K.1    Lambot, S.2    Slob, E.3    Vereecken, H.4
  • 10
    • 84870402494 scopus 로고    scopus 로고
    • Estimation of soil hydraulic parameters in the field by integrated hydrogeophysical inversion of time-lapse ground-penetrating radar data
    • doi: 10.2136/vzj2011.0177.
    • Jadoon, K. Z., L. Weihermuller, B. Scharnagl, M. B. Kowalsky, M. Bechtold, S. S. Hubbard, H. Vereecken, and, S. Lambot, (2012), Estimation of soil hydraulic parameters in the field by integrated hydrogeophysical inversion of time-lapse ground-penetrating radar data, Vadose Zone J., 11 (4), doi: 10.2136/vzj2011.0177.
    • (2012) Vadose Zone J. , vol.11 , Issue.4
    • Jadoon, K.Z.1    Weihermuller, L.2    Scharnagl, B.3    Kowalsky, M.B.4    Bechtold, M.5    Hubbard, S.S.6    Vereecken, H.7    Lambot, S.8
  • 11
    • 0017449479 scopus 로고
    • An improved model for the dielectric constant of sea water at microwave frequencies
    • Klein, L. A., and, C. T. Swift, (1977), An improved model for the dielectric constant of sea water at microwave frequencies, IEEE Trans. Antennas Propag., AP-25 (1), 104-111.
    • (1977) IEEE Trans. Antennas Propag. , vol.25 , Issue.1 , pp. 104-111
    • Klein, L.A.1    Swift, C.T.2
  • 12
    • 29944445728 scopus 로고    scopus 로고
    • Estimation of field-scale soil hydraulic and dielectric parameters through joint inversion of GPR and hydrological data
    • doi: 10.1029/2005WR004237.
    • Kowalsky, M. B., S. Finsterle, J. Peterson, S. Hubbard, Y. Rubin, E. Majer, A. Ward, and, G. Gee, (2005), Estimation of field-scale soil hydraulic and dielectric parameters through joint inversion of GPR and hydrological data, Water Resour. Res., 41, W11425, doi: 10.1029/2005WR004237.
    • (2005) Water Resour. Res. , vol.41
    • Kowalsky, M.B.1    Finsterle, S.2    Peterson, J.3    Hubbard, S.4    Rubin, Y.5    Majer, E.6    Ward, A.7    Gee, G.8
  • 14
    • 34248567826 scopus 로고    scopus 로고
    • Closed loop GPR data inversion for soil hydraulic and electric property determination
    • doi: 10.1029/2006GL027906.
    • Lambot, S., E. C. Slob, M. Vanclooster, and, H. Vereecken, (2006a), Closed loop GPR data inversion for soil hydraulic and electric property determination, Geophys. Res. Lett., 33, L21405, doi: 10.1029/2006GL027906.
    • (2006) Geophys. Res. Lett. , vol.33
    • Lambot, S.1    Slob, E.C.2    Vanclooster, M.3    Vereecken, H.4
  • 15
    • 33646523402 scopus 로고    scopus 로고
    • Effect of soil roughness on the inversion of off-ground monostatic GPR signal for noninvasive quantification of soil properties
    • doi: 10.1029/2005WR004416.
    • Lambot, S., M. Antoine, M. Vanclooster, and, E. C. Slob, (2006b), Effect of soil roughness on the inversion of off-ground monostatic GPR signal for noninvasive quantification of soil properties, Water Resour. Res., 42, W03403, doi: 10.1029/2005WR004416.
    • (2006) Water Resour. Res. , vol.42
    • Lambot, S.1    Antoine, M.2    Vanclooster, M.3    Slob, E.C.4
  • 16
    • 70349325575 scopus 로고    scopus 로고
    • Remote estimation of the hydraulic properties of a sand using full-waveform integrated hydrogeophysical inversion of time-lapse, off-ground GPR data
    • Lambot, S., E. Slob, J. Rhebergen, O. Lopera, K. Z. Jadoon, and, H. Vereecken, (2009), Remote estimation of the hydraulic properties of a sand using full-waveform integrated hydrogeophysical inversion of time-lapse, off-ground GPR data, Vadose Zone J., 8 (3), 743-754.
    • (2009) Vadose Zone J. , vol.8 , Issue.3 , pp. 743-754
    • Lambot, S.1    Slob, E.2    Rhebergen, J.3    Lopera, O.4    Jadoon, K.Z.5    Vereecken, H.6
  • 17
    • 0000382687 scopus 로고
    • Dielectric dispersion in pure polar liquids at very high radio frequencies. III. The effect of electrolytes in solution
    • Lane, J. A., and, J. A. Saxton, (1952), Dielectric dispersion in pure polar liquids at very high radio frequencies. iii. The effect of electrolytes in solution, Proc. R. Soc. London, Ser. A, 214 (1119), 531-545.
    • (1952) Proc. R. Soc. London, Ser. A , vol.214 , Issue.1119 , pp. 531-545
    • Lane, J.A.1    Saxton, J.A.2
  • 18
    • 22444433312 scopus 로고    scopus 로고
    • Relationships between the electrical and hydrogeological properties of rocks and soils
    • in, edited by Y. Rubin and S. S. Hubbard, Springer, Dordrecht, Netherlands.
    • Lesmes, D. P., and, S. P. Friedman, (2005), Relationships between the electrical and hydrogeological properties of rocks and soils, in Hydrogeophysics, edited by, Y. Rubin, and, S. S. Hubbard, pp. 87-128, Springer, Dordrecht, Netherlands.
    • (2005) Hydrogeophysics , pp. 87-128
    • Lesmes, D.P.1    Friedman, S.P.2
  • 19
    • 40549126617 scopus 로고    scopus 로고
    • Monitoring unsaturated flow and transport using cross-borehole geophysical methods
    • Looms, M. C., K. H. Jensen, A. Binley, and, L. Nielsen, (2008), Monitoring unsaturated flow and transport using cross-borehole geophysical methods, Vadose Zone J., 7 (1), 227-237.
    • (2008) Vadose Zone J. , vol.7 , Issue.1 , pp. 227-237
    • Looms, M.C.1    Jensen, K.H.2    Binley, A.3    Nielsen, L.4
  • 20
    • 79951578376 scopus 로고    scopus 로고
    • Mapping shallow soil moisture profiles at the field scale using full-waveform inversion of ground penetrating radar data
    • Minet, J., A. Wahyudi, P. Bogaert, M. Vanclooster, and, S. Lambot, (2011), Mapping shallow soil moisture profiles at the field scale using full-waveform inversion of ground penetrating radar data, Geoderma, 161, 225-237.
    • (2011) Geoderma , vol.161 , pp. 225-237
    • Minet, J.1    Wahyudi, A.2    Bogaert, P.3    Vanclooster, M.4    Lambot, S.5
  • 21
    • 79960134990 scopus 로고    scopus 로고
    • Predicting the soil moisture characteristic curve from particle size distribution with a simple conceptual model
    • doi: 10.2136/vzj2010.0080.
    • Mohammadi, M. H., and, M. Vanclooster, (2011), Predicting the soil moisture characteristic curve from particle size distribution with a simple conceptual model, Vadose Zone J., 10 (2), 594-602, doi: 10.2136/vzj2010.0080.
    • (2011) Vadose Zone J. , vol.10 , Issue.2 , pp. 594-602
    • Mohammadi, M.H.1    Vanclooster, M.2
  • 22
    • 0019377902 scopus 로고
    • Evaporation and surface temperature
    • Monteith, J. L., (1981), Evaporation and surface temperature, Q. J. R. Meteorol. Soc., 107 (451), 1-27.
    • (1981) Q. J. R. Meteorol. Soc. , vol.107 , Issue.451 , pp. 1-27
    • Monteith, J.L.1
  • 23
    • 79951977683 scopus 로고    scopus 로고
    • Hydraulic parameter estimation by remotely-sensed top soil moisture observations with the particle filter
    • Montzka, C., H. Moradkhani, L. Weihermüller, H.-J. H. Franssen, M. Canty, and, H. Vereecken, (2011), Hydraulic parameter estimation by remotely-sensed top soil moisture observations with the particle filter, J. Hydrol., 399, 410-421.
    • (2011) J. Hydrol. , vol.399 , pp. 410-421
    • Montzka, C.1    Moradkhani, H.2    Weihermüller, L.3    Franssen, H.-J.H.4    Canty, M.5    Vereecken, H.6
  • 24
    • 11944268965 scopus 로고    scopus 로고
    • Dual state-parameter estimation of hydrological models using ensemble Kalman filter
    • Moradkhani, H., S. Sorooshian, H. V. Gupta, and, P. R. Houser, (2005a), Dual state-parameter estimation of hydrological models using ensemble Kalman filter, Adv. Water Resour., 28 (2), 135-147.
    • (2005) Adv. Water Resour. , vol.28 , Issue.2 , pp. 135-147
    • Moradkhani, H.1    Sorooshian, S.2    Gupta, H.V.3    Houser, P.R.4
  • 25
    • 20844449766 scopus 로고    scopus 로고
    • Uncertainty assessment of hydrologic model states and parameters: Sequential data assimilation using the particle filter
    • doi: 10.1029/2004WR003604.
    • Moradkhani, H., K.-L. Hsu, H. Gupta, and, S. Sorooshian, (2005b), 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) Water Resour. Res. , vol.41
    • Moradkhani, H.1    Hsu, K.-L.2    Gupta, H.3    Sorooshian, S.4
  • 26
    • 0016961814 scopus 로고
    • A new model for predicting the hydraulic conductivity of unsaturated porous media
    • Mualem, Y., (1976), A new model for predicting the hydraulic conductivity of unsaturated porous media, Water Resour. Res., 12, 513-522.
    • (1976) Water Resour. Res. , vol.12 , pp. 513-522
    • Mualem, Y.1
  • 27
    • 34249073471 scopus 로고    scopus 로고
    • Optimization of a coupled hydrology-crop growth model through the assimilation of observed soil moisture and leaf area index values using an ensemble Kalman filter
    • doi: 10.1029/2006WR004942.
    • Pauwels, V. R. N., N. E. C. Verhoest, G. J. M. De Lannoy, V. Guissard, C. Lucau, and, P. Defourny, (2007), Optimization of a coupled hydrology-crop growth model through the assimilation of observed soil moisture and leaf area index values using an ensemble Kalman filter, Water Resour. Res., 43, W04421, doi: 10.1029/2006WR004942.
    • (2007) Water Resour. Res. , vol.43
    • Pauwels, V.R.N.1    Verhoest, N.E.C.2    De Lannoy, G.J.M.3    Guissard, V.4    Lucau, C.5    Defourny, P.6
  • 28
    • 40549101594 scopus 로고    scopus 로고
    • Advancing process-based watershed hydrological research using near-surface geophysics: A vision for, and review of, electrical and magnetic geophysical methods
    • et al.
    • Robinson, D. A., et al. (2008), Advancing process-based watershed hydrological research using near-surface geophysics: A vision for, and review of, electrical and magnetic geophysical methods, Hydrol. Processes, 22 (18), 3604-3635.
    • (2008) Hydrol. Processes , vol.22 , Issue.18 , pp. 3604-3635
    • Robinson, D.A.1
  • 29
    • 4544373284 scopus 로고    scopus 로고
    • Parameter estimation for soil hydraulic properties using zero-offset borehole radar: Analytical method
    • Rucker, D. F., and, T. P. A. Ferré, (2004), Parameter estimation for soil hydraulic properties using zero-offset borehole radar: Analytical method, Soil Sci. Soc. Am. J., 68 (5), 1560-1567.
    • (2004) Soil Sci. Soc. Am. J. , vol.68 , Issue.5 , pp. 1560-1567
    • Rucker, D.F.1    Ferré, T.P.A.2
  • 30
    • 34248339239 scopus 로고    scopus 로고
    • From near-surface to root-zone soil moisture using different assimilation techniques
    • Sabater, J. M., J. Lionel, C. Jean-Christophe, B. François, and, D. R. Patricia, (2007), From near-surface to root-zone soil moisture using different assimilation techniques, J. Hydrometeorol., 8 (2), 194-206.
    • (2007) J. Hydrometeorol. , vol.8 , Issue.2 , pp. 194-206
    • Sabater, J.M.1    Lionel, J.2    Jean-Christophe, C.3    François, B.4    Patricia, D.R.5
  • 31
    • 0035479964 scopus 로고    scopus 로고
    • Rosetta: A computer program for estimating soil hydraulic parameters with hierarchical pedotransfer functions
    • Schaap, M. G., F. J. Leij, and, M. T. van Genuchten, (2001), Rosetta: A computer program for estimating soil hydraulic parameters with hierarchical pedotransfer functions, J. Hydrol., 251 (3-4), 163-176.
    • (2001) J. Hydrol. , vol.251 , Issue.34 , pp. 163-176
    • Schaap, M.G.1    Leij, F.J.2    Van Genuchten, M.T.3
  • 33
    • 84875373708 scopus 로고    scopus 로고
    • Data assimilation for state and parameter estimation: Application to morphodynamic modelling
    • doi: 10.1002/qj.1944.
    • Smith, P. J., G. D. Thornhill, S. L. Dance, A. S. Lawless, D. C. Mason, and, N. K. Nichols, (2013), Data assimilation for state and parameter estimation: Application to morphodynamic modelling, Q. J. R. Meteorol. Soc., 139, 314-327, doi: 10.1002/qj.1944.
    • (2013) Q. J. R. Meteorol. Soc. , vol.139 , pp. 314-327
    • Smith, P.J.1    Thornhill, G.D.2    Dance, S.L.3    Lawless, A.S.4    Mason, D.C.5    Nichols, N.K.6
  • 34
    • 33748630003 scopus 로고
    • The brightness temperature of a vertically structured medium
    • Stogryn, A., (1970), The brightness temperature of a vertically structured medium, Radio Sci., 5, 1397-1406.
    • (1970) Radio Sci. , vol.5 , pp. 1397-1406
    • Stogryn, A.1
  • 35
    • 84861668230 scopus 로고    scopus 로고
    • Coupling of dielectric mixing models with full-wave ground-penetrating radar signal inversion for sandy-soil-moisture estimation
    • Tran, A. P., M. R. M. Ardekani, and, S. Lambot, (2012), Coupling of dielectric mixing models with full-wave ground-penetrating radar signal inversion for sandy-soil-moisture estimation, Geophysics, 77 (3), H33-H44.
    • (2012) Geophysics , vol.77 , Issue.3
    • Tran, A.P.1    Ardekani, M.R.M.2    Lambot, S.3
  • 36
    • 84880178551 scopus 로고    scopus 로고
    • Improving soil moisture profile prediction from ground-penetrating radar data: A maximum likelihood ensemble filter approach
    • doi:10.5194/hess-17-2543-2013.
    • Tran, A. P., M. Vanclooster, and, S. Lambot, (2013), Improving soil moisture profile prediction from ground-penetrating radar data: A maximum likelihood ensemble filter approach, Hydrol. Earth Syst. Sci., 17, 2543-2556, doi:10.5194/hess-17-2543-2013.
    • (2013) Hydrol. Earth Syst. Sci. , vol.17 , pp. 2543-2556
    • Tran, A.P.1    Vanclooster, M.2    Lambot, S.3
  • 37
    • 0019057216 scopus 로고
    • A closed-form equation for predicting the hydraulic conductivity of unsaturated soils
    • van Genuchten, M. T., (1980), A closed-form equation for predicting the hydraulic conductivity of unsaturated soils, Soil Sci. Soc. Am. J., 44, 892-898.
    • (1980) Soil Sci. Soc. Am. J. , vol.44 , pp. 892-898
    • Van Genuchten, M.T.1
  • 38
  • 39
    • 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., C. J. ter Braak, C. G. Diks, and, G. Schoups, (2013), 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) Adv. Water Resour. , vol.51 , pp. 457-478
    • Vrugt, J.A.1    Ter Braak, C.J.2    Diks, C.G.3    Schoups, G.4
  • 40
    • 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., G. R. Willgoose, and, J. D. Kalma, (2001), One-dimensional soil moisture profile retrieval by assimilation of near-surface measurements: A simplified soil moisture model and field application, J. Hydrometeorol., 2 (4), 356-373.
    • (2001) J. Hydrometeorol. , vol.2 , Issue.4 , pp. 356-373
    • Walker, J.P.1    Willgoose, G.R.2    Kalma, J.D.3
  • 41
    • 62149085564 scopus 로고    scopus 로고
    • Revisiting Vereecken pedotransfer functions: Introducing a closed-form hydraulic model
    • doi: 10.2136/vzj2008.0062.
    • Weynants, M., H. Vereecken, and, M. Javaux, (2009), Revisiting Vereecken pedotransfer functions: Introducing a closed-form hydraulic model, Vadose Zone J., 8 (1), 86-95, doi: 10.2136/vzj2008.0062.
    • (2009) Vadose Zone J. , vol.8 , Issue.1 , pp. 86-95
    • Weynants, M.1    Vereecken, H.2    Javaux, M.3
  • 42
    • 33644881232 scopus 로고    scopus 로고
    • Model error estimation employing an ensemble data assimilation approach
    • Zupanski, D., and, M. Zupanski, (2006), Model error estimation employing an ensemble data assimilation approach, Mon. Weather Rev., 134 (5), 1337-1354.
    • (2006) Mon. Weather Rev. , vol.134 , Issue.5 , pp. 1337-1354
    • Zupanski, D.1    Zupanski, M.2
  • 43
    • 24944523803 scopus 로고    scopus 로고
    • Maximum likelihood ensemble filter: Theoretical aspects
    • Zupanski, M., (2005), Maximum likelihood ensemble filter: Theoretical aspects, Mon. Weather Rev., 133 (6), 1710-1726.
    • (2005) Mon. Weather Rev. , vol.133 , Issue.6 , pp. 1710-1726
    • Zupanski, M.1
  • 44
    • 48649088191 scopus 로고    scopus 로고
    • The maximum likelihood ensemble filter as a non-differentiable minimization algorithm
    • Zupanski, M., I. M. Navon, and, D. Zupanski, (2008), The maximum likelihood ensemble filter as a non-differentiable minimization algorithm, Q. J. R. Meteorol. Soc., 134 (633), 1039-1050.
    • (2008) Q. J. R. Meteorol. Soc. , vol.134 , Issue.633 , pp. 1039-1050
    • Zupanski, M.1    Navon, I.M.2    Zupanski, D.3


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