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

Bibliographic reference Tran, Anh Phuong ; Vanclooster, Marnik ; Zupanski, Milija ; Lambot, Sébastien. Joint estimation of soil moisture profile and hydraulic parameters by ground-penetrating radar data assimilation with maximum likelihood ensemble filter. In: Water Resources Research, Vol. 50, no. 4, p. 3131-3146 (April 2014)
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  1. Annan, Hydrogeophysics, 532 (2005)
  2. Boyarskii D. A., Tikhonov V. V., Komarova N. Yu., Model of Dielectric Constant of Bound Water in Soil for Applications of Microwave Remote Sensing, 10.2528/pier01042403
  3. Das Narendra N., Mohanty Binayak P., Root Zone Soil Moisture Assessment Using Remote Sensing and Vadose Zone Modeling, 10.2136/vzj2005.0033
  4. Debye, Polar Molecules (1929)
  5. De Lannoy, Water Resour. Res., 43, W09410 (2007)
  6. Draper C. S., Reichle R. H., De Lannoy G. J. M., Liu Q., Assimilation of passive and active microwave soil moisture retrievals : ASCAT AMSR-E ASSIMILATION, 10.1029/2011gl050655
  7. Hain Christopher R., Crow Wade T., Anderson Martha C., Mecikalski John R., An ensemble Kalman filter dual assimilation of thermal infrared and microwave satellite observations of soil moisture into the Noah land surface model : ASSIMILATION OF TIR AND MICROWAVE SOIL MOISTURE, 10.1029/2011wr011268
  8. Huisman J. A., Hubbard S. S., Redman J. D., Annan A. P., Measuring Soil Water Content with Ground Penetrating Radar, 10.2136/vzj2003.4760
  9. Jadoon Khan Zaib, Slob Evert, Vanclooster Marnik, Vereecken Harry, Lambot Sébastien, Uniqueness and stability analysis of hydrogeophysical inversion for time-lapse ground-penetrating radar estimates of shallow soil hydraulic properties : HYDROGEOPHYSICAL INVERSION OF GPR DATA, 10.1029/2007wr006639
  10. Jadoon Khan Zaib, Weihermüller Lutz, Scharnagl Benedikt, Kowalsky Michael B., Bechtold Michel, Hubbard Susan S., Vereecken Harry, Lambot Sébastien, Estimation of Soil Hydraulic Parameters in the Field by Integrated Hydrogeophysical Inversion of Time-Lapse Ground-Penetrating Radar Data, 10.2136/vzj2011.0177
  11. Klein L., Swift C., An improved model for the dielectric constant of sea water at microwave frequencies, 10.1109/tap.1977.1141539
  12. Kowalsky M. B., Finsterle S., Peterson J., Hubbard S., Rubin Y., Majer E., Ward A., Gee G., Estimation of field-scale soil hydraulic and dielectric parameters through joint inversion of GPR and hydrological data : JOINT INVERSION OF GPR AND HYDROLOGICAL DATA, 10.1029/2005wr004237
  13. Lambot S., Slob E.C., van den Bosch I., Stockbroeckx B., Vanclooster M., Modeling of ground-penetrating Radar for accurate characterization of subsurface electric properties, 10.1109/tgrs.2004.834800
  14. Lambot S., Slob E. C., Vanclooster M., Vereecken H., Closed loop GPR data inversion for soil hydraulic and electric property determination, 10.1029/2006gl027906
  15. Lambot Sébastien, Antoine Michaël, Vanclooster Marnik, Slob Evert C., Effect of soil roughness on the inversion of off-ground monostatic GPR signal for noninvasive quantification of soil properties : EFFECT OF SOIL ROUGHNESS ON GPR SIGNAL, 10.1029/2005wr004416
  16. Lambot Sébastien, Slob Evert, Rhebergen Jan, Lopera Olga, Jadoon Khan Zaib, Vereecken Harry, Remote Estimation of the Hydraulic Properties of a Sand Using Full-Waveform Integrated Hydrogeophysical Inversion of Time-Lapse, Off-Ground GPR Data, 10.2136/vzj2008.0058
  17. Lane J. A., Saxton J. A., Dielectric Dispersion in Pure Polar Liquids at Very High Radio Frequencies. III. The Effect of Electrolytes in Solution, 10.1098/rspa.1952.0187
  18. Lesmes David P., Friedman Shmulik P., Relationships between the Electrical and Hydrogeological Properties of Rocks and Soils, Water Science and Technology Library ISBN:9781402031014 p.87-128, 10.1007/1-4020-3102-5_4
  19. Looms Majken C., Jensen Karsten H., Binley Andrew, Nielsen Lars, Monitoring Unsaturated Flow and Transport Using Cross-Borehole Geophysical Methods, 10.2136/vzj2006.0129
  20. Minet Julien, Wahyudi Agung, Bogaert Patrick, Vanclooster Marnik, Lambot Sébastien, Mapping shallow soil moisture profiles at the field scale using full-waveform inversion of ground penetrating radar data, 10.1016/j.geoderma.2010.12.023
  21. Mohammadi Mohammad Hossein, Vanclooster Marnik, Predicting the Soil Moisture Characteristic Curve from Particle Size Distribution with a Simple Conceptual Model, 10.2136/vzj2010.0080
  22. Monteith J. L., Evaporation and surface temperature, 10.1002/qj.49710745102
  23. Montzka Carsten, Moradkhani Hamid, Weihermüller Lutz, Franssen Harrie-Jan Hendricks, Canty Morton, Vereecken Harry, Hydraulic parameter estimation by remotely-sensed top soil moisture observations with the particle filter, 10.1016/j.jhydrol.2011.01.020
  24. Moradkhani Hamid, Sorooshian Soroosh, Gupta Hoshin V., Houser Paul R., Dual state–parameter estimation of hydrological models using ensemble Kalman filter, 10.1016/j.advwatres.2004.09.002
  25. Moradkhani Hamid, Hsu Kuo-Lin, Gupta Hoshin, Sorooshian Soroosh, Uncertainty assessment of hydrologic model states and parameters: Sequential data assimilation using the particle filter : UNCERTAINTY ASSESSMENT OF HYDROLOGIC MODEL, 10.1029/2004wr003604
  26. Mualem Yechezkel, A new model for predicting the hydraulic conductivity of unsaturated porous media, 10.1029/wr012i003p00513
  27. Pauwels Valentijn R. N., Verhoest Niko E. C., De Lannoy Gabriëlle J. M., Guissard Vincent, Lucau Cozmin, Defourny Pierre, 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 : ASSIMILATION OF LAI AND SOIL MOISTURE, 10.1029/2006wr004942
  28. Robinson D. A., Binley A., Crook N., Day-Lewis F. D., Ferré T. P. A., Grauch V. J. S., Knight R., Knoll M., Lakshmi V., Miller R., Nyquist J., Pellerin L., Singha K., Slater L., Advancing process-based watershed hydrological research using near-surface geophysics: a vision for, and review of, electrical and magnetic geophysical methods, 10.1002/hyp.6963
  29. Rucker Dale F., Ferré Ty P. A., Parameter Estimation for Soil Hydraulic Properties Using Zero-Offset Borehole Radar, 10.2136/sssaj2004.1560
  30. Sabater Joaquín Muñoz, Jarlan Lionel, Calvet Jean-Christophe, Bouyssel François, De Rosnay Patricia, From Near-Surface to Root-Zone Soil Moisture Using Different Assimilation Techniques, 10.1175/jhm571.1
  31. Schaap Marcel G., Leij Feike J., van Genuchten Martinus Th., rosetta : a computer program for estimating soil hydraulic parameters with hierarchical pedotransfer functions, 10.1016/s0022-1694(01)00466-8
  32. Šimunek, The HYDRUS-1D Software Package for Simulating the One-Dimensional Movement of Water, Heat, and Multiple Solutes in Variably-Saturated Media, Version 4.08 (2009)
  33. Smith P. J., Thornhill G. D., Dance S. L., Lawless A. S., Mason D. C., Nichols N. K., Data assimilation for state and parameter estimation: application to morphodynamic modelling, 10.1002/qj.1944
  34. Stogryn A., The Brightness Temperature of a Vertically Structured Medium, 10.1029/rs005i012p01397
  35. Tran Anh Phuong, Ardekani Mohammad Reza Mahmoudzadeh, Lambot Sébastien, Coupling of dielectric mixing models with full-wave ground-penetrating radar signal inversion for sandy-soil-moisture estimation, 10.1190/geo2011-0100.1
  36. Tran A. P., Vanclooster M., Lambot S., Improving soil moisture profile reconstruction from ground-penetrating radar data: a maximum likelihood ensemble filter approach, 10.5194/hess-17-2543-2013
  37. van Genuchten M. Th., A Closed-form Equation for Predicting the Hydraulic Conductivity of Unsaturated Soils1, 10.2136/sssaj1980.03615995004400050002x
  38. Vereecken H., Huisman J. A., Bogena H., Vanderborght J., Vrugt J. A., Hopmans J. W., On the value of soil moisture measurements in vadose zone hydrology: A review : SOIL MOISTURE AND HYDROLOGY, 10.1029/2008wr006829
  39. Vrugt Jasper A., ter Braak Cajo J.F., Diks Cees G.H., Schoups Gerrit, Hydrologic data assimilation using particle Markov chain Monte Carlo simulation: Theory, concepts and applications, 10.1016/j.advwatres.2012.04.002
  40. Walker Jeffrey P., Willgoose Garry R., Kalma Jetse D., One-Dimensional Soil Moisture Profile Retrieval by Assimilation of Near-Surface Measurements: A Simplified Soil Moisture Model and Field Application, 10.1175/1525-7541(2001)002<0356:odsmpr>;2
  41. Weynants M., Vereecken H., Javaux M., Revisiting Vereecken Pedotransfer Functions: Introducing a Closed-Form Hydraulic Model, 10.2136/vzj2008.0062
  42. Zupanski Dusanka, Zupanski Milija, Model Error Estimation Employing an Ensemble Data Assimilation Approach, 10.1175/mwr3125.1
  43. Zupanski Milija, Maximum Likelihood Ensemble Filter: Theoretical Aspects, 10.1175/mwr2946.1
  44. Zupanski Milija, Navon I. Michael, Zupanski Dusanka, The Maximum Likelihood Ensemble Filter as a non‐differentiable minimization algorithm, 10.1002/qj.251