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Volumn 16, Issue 2, 2012, Pages 573-590

Groundwater flow inverse modeling in non-MultiGaussian media: Performance assessment of the normal-score Ensemble Kalman Filter

Author keywords

[No Author keywords available]

Indexed keywords

BIMODAL DISTRIBUTION; CONNECTIVITY PATTERN; ENSEMBLE KALMAN FILTER; FLOW CONFIGURATIONS; FLOW PROBLEMS; INVERSE MODELING; PERFORMANCE ASSESSMENT; PIE- ZOMETRIC HEAD; RANDOM FUNCTION MODEL; SYNTHETIC AQUIFERS; VARIANCE MAPS;

EID: 84863277102     PISSN: 10275606     EISSN: 16077938     Source Type: Journal    
DOI: 10.5194/hess-16-573-2012     Document Type: Article
Times cited : (51)

References (66)
  • 1
    • 77955587319 scopus 로고    scopus 로고
    • Blocking Moving Window algorithm: Conditioning multiple-point simulations to hydrogeological data
    • doi:10.1029/2009WR007943
    • Alcolea, A. and Renard, P.: Blocking Moving Window algorithm: Conditioning multiple-point simulations to hydrogeological data, Water Resour. Res., 46, W08511, doi:10.1029/2009WR007943, 2010.
    • (2010) Water Resour. Res. , vol.46
    • Alcolea, A.1    Renard, P.2
  • 2
    • 33746129830 scopus 로고    scopus 로고
    • Pilot points method incorporating prior information for solving the groundwater flow inverse problem
    • Alcolea, A., Carrera, J., and Medina, A.: Pilot points method incorporating prior information for solving the groundwater flow inverse problem, Adv. Water Resour., 29, 1678-1689, 2006.
    • (2006) Adv. Water Resour. , vol.29 , pp. 1678-1689
    • Alcolea, A.1    Carrera, J.2    Medina, A.3
  • 3
    • 0035655814 scopus 로고    scopus 로고
    • An ensemble adjustment Kalman filter for data assimilation
    • Anderson, J.: An ensemble adjustment Kalman filter for data assimilation, Mon. Weather Rev., 129, 2884-2903, 2001.
    • (2001) Mon. Weather Rev. , vol.129 , pp. 2884-2903
    • Anderson, J.1
  • 4
    • 0036475447 scopus 로고    scopus 로고
    • A tutorial on particle filters for online nonlinear/non-Gaussian Bayesian tracking
    • Arulampalam, M., Maskell, S., Gordon, N., and Clapp, T.: A tutorial on particle filters for online nonlinear/non-Gaussian Bayesian tracking, IEEE T. Signal Process., 50, 174-188, 2002.
    • (2002) IEEE T. Signal Process. , vol.50 , pp. 174-188
    • Arulampalam, M.1    Maskell, S.2    Gordon, N.3    Clapp, T.4
  • 6
    • 0032439201 scopus 로고    scopus 로고
    • Analysis scheme in the ensemble Kalman filter
    • Burgers, G., van Leeuwen, P., and Evensen, G.: Analysis scheme in the ensemble Kalman filter, Mon. Weather Rev., 126, 1719-1724, 1998.
    • (1998) Mon. Weather Rev. , vol.126 , pp. 1719-1724
    • Burgers, G.1    Van Leeuwen, P.2    Evensen, G.3
  • 7
    • 65449140467 scopus 로고    scopus 로고
    • Gradual conditioning of non-Gaussian transmissivity fields to flow and mass transport data 1. Theory
    • Capilla, J. and Llopis-Albert, C.: Gradual conditioning of non-Gaussian transmissivity fields to flow and mass transport data: 1. Theory, J. Hydrol., 371, 66-74, 2009.
    • (2009) J. Hydrol. , vol.371 , pp. 66-74
    • Capilla, J.1    Llopis-Albert, C.2
  • 8
    • 0032877568 scopus 로고    scopus 로고
    • Simulation of non-Gaussian transmissivity fields honoring piezometric data and integrating soft and secondary information
    • Capilla, J. E., Rodrigo, J., and Gómez-Hernàndez, J. J.: Simulation of non-Gaussian transmissivity fields honoring piezometric data and integrating soft and secondary information, Math. Geol., 31, 907-927, 1999.
    • (1999) Math. Geol. , vol.31 , pp. 907-927
    • Capilla, J.E.1    Rodrigo, J.2    Gómez-Hernàndez, J.J.3
  • 10
    • 77952887324 scopus 로고    scopus 로고
    • Cross-covariances and localization for EnKF in multiphase flow data assimilation
    • Chen, Y. and Oliver, D.: Cross-covariances and localization for EnKF in multiphase flow data assimilation, Computational Geosciences, 1-23, 2010.
    • (2010) Computational Geosciences , vol.1-23
    • Chen, Y.1    Oliver, D.2
  • 11
    • 33746216685 scopus 로고    scopus 로고
    • Data assimilation for transient flow in geologic formations via ensemble Kalman filter
    • Chen, Y. and Zhang, D.: Data assimilation for transient flow in geologic formations via ensemble Kalman filter, Adv.Water Resour., 29, 1107-1122, 2006.
    • (2006) Adv.Water Resour. , vol.29 , pp. 1107-1122
    • Chen, Y.1    Zhang, D.2
  • 13
    • 74249094921 scopus 로고    scopus 로고
    • Flow relevant covariance localization during dynamic data assimilation using EnKF
    • Devegowda, D., Arroyo-Negrete, E., and Datta-Gupta, A.: Flow relevant covariance localization during dynamic data assimilation using EnKF, Adv. Water Resour., 33, 129-145, 2010.
    • (2010) Adv. Water Resour. , vol.33 , pp. 129-145
    • Devegowda, D.1    Arroyo-Negrete, E.2    Datta-Gupta, A.3
  • 14
    • 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 Dynam., 53, 343-367, 2003.
    • (2003) Ocean Dynam. , vol.53 , pp. 343-367
    • Evensen, G.1
  • 15
    • 77958508475 scopus 로고    scopus 로고
    • Conditional stochastic mapping of transport connectivity
    • doi:10.1029/2009WR008533
    • Fernàndez-Garcia, D., Trinchero, P., and Sanchez-Vila, X.: Conditional stochastic mapping of transport connectivity, Water Resour. Res., 46, W10515, doi:10.1029/2009WR008533, 2010.
    • (2010) Water Resour. Res. , vol.46
    • Fernàndez-Garcia, D.1    Trinchero, P.2    Sanchez-Vila, X.3
  • 16
    • 84902674003 scopus 로고    scopus 로고
    • Multiple-point geostatistics: A powerful tool to improve groundwater flow and transport predictions in multi-modal formations
    • Springer, Berlin, Heidelberg, New York
    • Feyen, L. and Caers, J.: Multiple-point geostatistics: A powerful tool to improve groundwater flow and transport predictions in multi-modal formations, Geostatistics for Environmental Applications, Springer, Berlin, Heidelberg, New York, 197-208, 2005.
    • (2005) Geostatistics for Environmental Applications , pp. 197-208
    • Feyen, L.1    Caers, J.2
  • 17
    • 59649108496 scopus 로고    scopus 로고
    • A blocking markov chain monte carlo method for inverse stochastic hydrogeological modeling
    • Fu, J. and Gómez-Hernàndez, J. J.: A Blocking Markov Chain Monte Carlo Method for Inverse Stochastic Hydrogeological Modeling, Math. Geosci., 41, 105-128, 2009.
    • (2009) Math. Geosci. , vol.41 , pp. 105-128
    • Fu, J.1    Gómez-Hernàndez, J.J.2
  • 18
    • 0033023511 scopus 로고    scopus 로고
    • Construction of correlation functions in two and three dimensions
    • Gaspari, G. and Cohn, S.: Construction of correlation functions in two and three dimensions, Q. J. Roy. Meteorol. Soc., 125, 723-757, 1999.
    • (1999) Q. J. Roy. Meteorol. Soc. , vol.125 , pp. 723-757
    • Gaspari, G.1    Cohn, S.2
  • 19
    • 0027880698 scopus 로고
    • Joint sequential simulation of multi-Gaussian fields
    • Gómez-Hernàndez, J. J. and Journel, A. G.: Joint sequential simulation of multi-Gaussian fields, Geostat. Troia, 92, 85-94, 1993.
    • (1993) Geostat. Troia , vol.92 , pp. 85-94
    • Gómez-Hernàndez, J.J.1    Journel, A.G.2
  • 20
    • 0025067317 scopus 로고
    • ISIM3D: An ANSIC three dimensional multiple indicator conditional simulation program
    • Gómez-Hernàndez, J. J. and Srivastava, R. M.: ISIM3D: An ANSIC Three Dimensional Multiple Indicator Conditional Simulation Program, Comput. Geosci., 16, 395-440, 1990.
    • (1990) Comput. Geosci. , vol.16 , pp. 395-440
    • Gómez-Hernàndez, J.J.1    Srivastava, R.M.2
  • 21
    • 0032007819 scopus 로고    scopus 로고
    • To be or not to be multi-Gaussian? A reflection on stochastic hydrogeology
    • Gómez-Hernàndez, J. and Wen, X.: To be or not to be multi-Gaussian? A reflection on stochastic hydrogeology, Adv. Water Resour., 21, 47-61, 1998.
    • (1998) Adv. Water Resour. , vol.21 , pp. 47-61
    • Gómez-Hernàndez, J.1    Wen, X.2
  • 22
    • 0031593106 scopus 로고    scopus 로고
    • Stochastic simulation of transmissivity fields conditional to both transmissivity and piezometric data, 1, theory
    • Gómez-Hernàndez, J. J., Sahuquillo, A., and Capilla, J. E.: Stochastic Simulation of Transmissivity Fields Conditional to Both Transmissivity and Piezometric Data, 1, Theory, J. Hydrol., 203, 162-174, 1997.
    • (1997) J. Hydrol. , vol.203 , pp. 162-174
    • Gómez-Hernàndez, J.J.1    Sahuquillo, A.2    Capilla, J.E.3
  • 24
    • 0035506430 scopus 로고    scopus 로고
    • Distance-dependent filtering of background error covariance estimates in an ensemble Kalman filter
    • Hamill, T., Whitaker, J., and Snyder, C.: Distance-dependent filtering of background error covariance estimates in an ensemble Kalman filter, Mon. Weather Rev., 129, 2776-2790, 2001.
    • (2001) Mon. Weather Rev. , vol.129 , pp. 2776-2790
    • Hamill, T.1    Whitaker, J.2    Snyder, C.3
  • 26
    • 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
    • Hendricks Franssen, 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
    • Hendricks Franssen, H.1    Kinzelbach, W.2
  • 27
    • 58849099486 scopus 로고    scopus 로고
    • Ensemble Kalman filtering versus sequential self-calibration for inverse modelling of dynamic groundwater flow systems
    • Hendricks Franssen, H. and Kinzelbach, W.: Ensemble Kalman filtering versus sequential self-calibration for inverse modelling of dynamic groundwater flow systems, J. Hydrol., 365, 261-274, 2009.
    • (2009) J. Hydrol. , vol.365 , pp. 261-274
    • Hendricks Franssen, H.1    Kinzelbach, W.2
  • 28
    • 10744220074 scopus 로고    scopus 로고
    • Coupled inverse modelling of groundwater flow and mass transport and the worth of concentration data
    • Hendricks Franssen, H., Gómez-Hernàndez, J., and Sahuquillo, A.: Coupled inverse modelling of groundwater flow and mass transport and the worth of concentration data, J. Hydrol., 281, 281-295, 2003.
    • (2003) J. Hydrol. , vol.281 , pp. 281-295
    • Hendricks Franssen, H.1    Gómez-Hernàndez, J.2    Sahuquillo, A.3
  • 29
    • 67349254470 scopus 로고    scopus 로고
    • A comparison of seven methods for the inverse modelling of groundwater flow. Application to the characterisation of well catchments
    • Hendricks Franssen, H., Alcolea, A., Riva, M., Bakr, M., van der Wiel, N., Stauffer, F., and Guadagnini, A.: A comparison of seven methods for the inverse modelling of groundwater flow. Application to the characterisation of well catchments, Adv.Water Resour., 32, 851-872, 2009.
    • (2009) Adv.Water Resour. , vol.32 , pp. 851-872
    • Hendricks Franssen, H.1    Alcolea, A.2    Riva, M.3    Bakr, M.4    Van Der Wiel, N.5    Stauffer, F.6    Guadagnini, A.7
  • 30
    • 79952226541 scopus 로고    scopus 로고
    • Operational real-time modeling with EnKF of variably saturated subsurface flow including stream-aquifer interaction and parameter updating
    • doi:10.1029/2010WR009480
    • Hendricks Franssen, H. H. P., Kaiser, U. K., Bauser, G., Stauffer, F., Mueller, R., and Kinzelbach, W.: Operational real-time modeling with EnKF of variably saturated subsurface flow including stream-aquifer interaction and parameter updating,Water Resour. Res., 47, W02532, doi:10.1029/2010WR009480, 2011.
    • (2011) Water Resour. Res. , vol.47
    • Hendricks Franssen, H.H.P.1    Kaiser, U.K.2    Bauser, G.3    Stauffer, F.4    Mueller, R.5    Kinzelbach, W.6
  • 31
    • 0034000842 scopus 로고    scopus 로고
    • Gradual deformation and iterative calibration of gaussian-related stochastic
    • Hu, L. Y.: Gradual Deformation and Iterative Calibration of Gaussian-Related Stochastic Models, Math. Geol., 32, 87-108, 2000.
    • (2000) Models Math. Geol. , vol.32 , pp. 87-108
    • Hu, L.Y.1
  • 32
    • 71149113996 scopus 로고    scopus 로고
    • Using data assimilation method to calibrate a heterogeneous conductivity field and improve solute transport prediction with an unknown contamination source
    • Huang, C., Hu, B. X., Li, X., and Ye, M.: Using data assimilation method to calibrate a heterogeneous conductivity field and improve solute transport prediction with an unknown contamination source, Stoch. Environ. Res. Risk Assess., 23, 1155-1167, 2008.
    • (2008) Stoch. Environ. Res. Risk Assess. , vol.23 , pp. 1155-1167
    • Huang, C.1    Hu, B.X.2    Li, X.3    Ye, M.4
  • 33
    • 36049034268 scopus 로고    scopus 로고
    • Issues in characterizing heterogeneity and connectivity in nonmultiGaussian media
    • Kerrou, J., Renard, P., Hendricks Franssen, H., and Lunati, I.: Issues in characterizing heterogeneity and connectivity in nonmultiGaussian media, Adv. Water Resour., 31, 147-159, 2008.
    • (2008) Adv. Water Resour. , vol.31 , pp. 147-159
    • Kerrou, J.1    Renard, P.2    Hendricks Franssen, H.3    Lunati, I.4
  • 34
    • 14644440877 scopus 로고    scopus 로고
    • On the relationship between indicators of geostatistical, flow and transport connectivity
    • Knudby, C. and Carrera, J.: On the relationship between indicators of geostatistical, flow and transport connectivity, Adv.Water Resour., 28, 405-421, 2005.
    • (2005) Adv.Water Resour. , vol.28 , pp. 405-421
    • Knudby, C.1    Carrera, J.2
  • 35
    • 0029413405 scopus 로고
    • Pilot point methodology for automated calibration of an ensemble of conditionally simulated transmissivity fields, 2, application
    • LaVenue, A. M., Ramarao, B. S., de Marsily, G., and Marietta, M. G.: Pilot point methodology for automated calibration of an ensemble of conditionally simulated transmissivity fields, 2, Application, Water Resour. Res., 31, 495-516, 1995.
    • (1995) Water Resour. Res. , vol.31 , pp. 495-516
    • LaVenue, A.M.1    Ramarao, B.S.2    De Marsily, G.3    Marietta, M.G.4
  • 36
    • 34250652871 scopus 로고    scopus 로고
    • Geologic heterogeneity and a comparison of two geostatistical models: Sequential Gaussian and transition probability-based geostatistical simulation
    • Lee, S., Carle, S., and Fogg, G.: Geologic heterogeneity and a comparison of two geostatistical models: Sequential Gaussian and transition probability-based geostatistical simulation, Adv. Water Resour., 30, 1914-1932, 2007.
    • (2007) Adv. Water Resour. , vol.30 , pp. 1914-1932
    • Lee, S.1    Carle, S.2    Fogg, G.3
  • 37
    • 77956724402 scopus 로고    scopus 로고
    • Steady-state groundwater flow modeling with full tensor conductivities using finite differences
    • doi:10.1016/j.cageo.2010.04.002
    • Li, L., Zhou, H., and Gómez-Hernàndez, J. J.: Steady-state groundwater flow modeling with full tensor conductivities using finite differences, Comput. Geosci., 36, 1211-1223, doi:10.1016/j.cageo.2010.04.002, 2010.
    • (2010) Comput. Geosci. , vol.36 , pp. 1211-1223
    • Li, L.1    Zhou, H.2    Gómez-Hernàndez, J.J.3
  • 38
    • 79959254457 scopus 로고    scopus 로고
    • A comparative study of three-dimensional hydrualic conductivity upscaling at the Macrodispersion Experiment (MADE) site, Columbus Air Force Base, Mississippi (USA)
    • doi:10.1016/j.jhydrol.2011.05.001
    • Li, L., Zhou, H., and Gómez-Hernàndez, J. J.: A comparative study of three-dimensional hydrualic conductivity upscaling at the Macrodispersion Experiment (MADE) site, Columbus Air Force Base, Mississippi (USA), J. Hydrol., 404, 278-293, doi:10.1016/j.jhydrol.2011.05.001, 2011a.
    • (2011) J. Hydrol. , vol.404 , pp. 278-293
    • Li, L.1    Zhou, H.2    Gómez-Hernàndez, J.J.3
  • 39
    • 79952184706 scopus 로고    scopus 로고
    • Transport upscaling using multi-rate mass transfer in three-dimensional highly heterogeneous porous media
    • doi:10.1016/j.advwatres.2011.01.001
    • Li, L., Zhou, H., and Gómez-Hernàndez, J. J.: Transport Upscaling Using Multi-rate Mass Transfer in Three-dimensional Highly Heterogeneous Porous Media, Adv.Water Resour., 34, 478-489, doi:10.1016/j. advwatres.2011.01.001, 2011b.
    • (2011) Adv.Water Resour. , vol.34 , pp. 478-489
    • Li, L.1    Zhou, H.2    Gómez-Hernàndez, J.J.3
  • 40
    • 84862777821 scopus 로고    scopus 로고
    • Jointly mapping hydraulic conductivity and porosity by assimilating concentration data via ensemble kalman filter
    • doi:10.1016/j.jhydrol.2012.01.037, in press
    • Li, L., Zhou, H., Gómez-Hernàndez, J. J., and Hendricks Franssen, H.: Jointly Mapping Hydraulic Conductivity and Porosity by Assimilating Concentration Data via Ensemble Kalman Filter, J. Hydrol., doi:10.1016/j.jhydrol.2012.01.037, in press, 2012a.
    • (2012) J. Hydrol.
    • Li, L.1    Zhou, H.2    Gómez-Hernàndez, J.J.3    Hendricks Franssen, H.4
  • 41
    • 84863012519 scopus 로고    scopus 로고
    • Modeling transient flow by coupling ensemble kalman filtering and upscaling
    • doi:10.1029/2010WR010214
    • Li, L., Zhou, H., Hendricks Franssen, H., and Gómez- Hernàndez, J. J.: Modeling transient flow by coupling Ensemble Kalman Filtering and upscaling, Water Resour. Res., 48, W01537, doi:10.1029/ 2010WR010214, 2012b.
    • (2012) Water Resour. Res. , vol.48
    • Li, L.1    Zhou, H.2    Hendricks Franssen, H.3    Gómez-Hernàndez, J.J.4
  • 42
    • 78649499201 scopus 로고    scopus 로고
    • Bayesian inverse problem and optimization with iterative spatial resampling
    • doi:10.1029/2010WR009274
    • Mariethoz, G., Renard, P., and Caers, J.: Bayesian inverse problem and optimization with iterative spatial resampling,Water Resour. Res., 46, W11530, doi:10.1029/2010WR009274, 2010a.
    • (2010) Water Resour. Res. , vol.46
    • Mariethoz, G.1    Renard, P.2    Caers, J.3
  • 43
    • 78649504754 scopus 로고    scopus 로고
    • The Direct Sampling method to perform multiple-point geostatistical simulations
    • doi:10.1029/2008WR007621
    • Mariethoz, G., Renard, P., and Straubhaar, J.: The Direct Sampling method to perform multiple-point geostatistical simulations,Water Resour. Res., 46, W11536, doi:10.1029/2008WR007621, 2010b.
    • (2010) Water Resour. Res. , vol.46
    • Mariethoz, G.1    Renard, P.2    Straubhaar, J.3
  • 44
    • 0029667847 scopus 로고    scopus 로고
    • A reassessment of the groundwater inverse problem
    • McLaughlin, D. and Townley, L.: A reassessment of the groundwater inverse problem, Water Resour. Res., 32, 1131-1161, 1996.
    • (1996) Water Resour. Res. , vol.32 , pp. 1131-1161
    • McLaughlin, D.1    Townley, L.2
  • 45
    • 79953252915 scopus 로고    scopus 로고
    • Groundwater parameter estimation using the ensemble Kalman filter with localization
    • Nan, T. and Wu, J.: Groundwater parameter estimation using the ensemble Kalman filter with localization, Hydrogeol. J., 19, 1-15, 2010.
    • (2010) Hydrogeol.J. , vol.19 , pp. 1-15
    • Nan, T.1    Wu, J.2
  • 46
    • 67649867437 scopus 로고    scopus 로고
    • Best unbiased ensemble linearization and the quasilinear Kalman ensemble generator
    • doi:10.1029/2008WR007328
    • Nowak, W.: Best unbiased ensemble linearization and the quasilinear Kalman ensemble generator, Water Resour. Res., 45, W04431, doi:10.1029/ 2008WR007328, 2009.
    • (2009) Water Resour. Res. , vol.45
    • Nowak, W.1
  • 47
    • 0030757228 scopus 로고    scopus 로고
    • Markov chain Monte Carlo methods for conditioning a permeability field to pressure data
    • Oliver, D., Cunha, L., and Reynolds, A.: Markov chain Monte Carlo methods for conditioning a permeability field to pressure data, Math. Geol., 29, 61-91, 1997.
    • (1997) Math. Geol. , vol.29 , pp. 61-91
    • Oliver, D.1    Cunha, L.2    Reynolds, A.3
  • 48
    • 0042341436 scopus 로고    scopus 로고
    • CONNEC3D: A computer program for connectivity analysis of 3D random set models
    • Pardo-Igúzquiza, E. and Dowd, P.: CONNEC3D: A computer program for connectivity analysis of 3D random set models, Comput. Geosci., 29, 775-785, 2003.
    • (2003) Comput. Geosci. , vol.29 , pp. 775-785
    • Pardo-Igúzquiza, E.1    Dowd, P.2
  • 49
    • 0029413406 scopus 로고
    • Pilot point methodology for automated calibration of an ensemble of conditionally simulated transmissivity fields, 1, Theory and computational experiments
    • Ramarao, B. S., LaVenue, A. M., de Marsily, G., and Marietta, M. G.: Pilot point methodology for automated calibration of an ensemble of conditionally simulated transmissivity fields, 1, Theory and computational experiments, Water Resour. Res., 31, 475-493, 1995.
    • (1995) Water Resour. Res. , vol.31 , pp. 475-493
    • Ramarao, B.S.1    LaVenue, A.M.2    De Marsily, G.3    Marietta, M.G.4
  • 50
    • 0036960475 scopus 로고    scopus 로고
    • Extended versus ensemble Kalman filtering for land data assimilation
    • Reichle, R., Walker, J., Koster, R., and Houser, P.: Extended versus ensemble Kalman filtering for land data assimilation, J. Hydrometeorol., 3, 728-740, 2002.
    • (2002) J. Hydrometeorol. , vol.3 , pp. 728-740
    • Reichle, R.1    Walker, J.2    Koster, R.3    Houser, P.4
  • 51
    • 0001946665 scopus 로고
    • Conditional simulation of transmissivity fields honouring piezometric head data
    • Edited by: Blair, W. R. and Cabrera, E., Elsevier Applied Science, London, UK
    • Sahuquillo, A., Capilla, J. E., Gómez-Hernàndez, J. J., and Andreu, J.: Conditional simulation of transmissivity fields honouring piezometric head data, in: Hydraulic Engineering Software IV, Fluid Flow Modeling, edited by: Blair, W. R. and Cabrera, E., vol. II, Elsevier Applied Science, London, UK, 201-214, 1992.
    • (1992) Hydraulic Engineering Software IV, Fluid Flow Modeling , vol.2 , pp. 201-214
    • Sahuquillo, A.1    Capilla, J.E.2    Gómez-Hernàndez, J.J.3    Andreu, J.4
  • 52
    • 0042054426 scopus 로고    scopus 로고
    • Conditional simulation of complex geological structures using multiple-point statistics
    • Strebelle, S.: Conditional simulation of complex geological structures using multiple-point statistics, Math. Geol., 34, 1-21, 2002.
    • (2002) Math. Geol. , vol.34 , pp. 1-21
    • Strebelle, S.1
  • 53
    • 69249091333 scopus 로고    scopus 로고
    • Sequential updating of multimodal hydrogeologic parameter fields using localization and clustering techniques
    • doi:10.1029/2008WR007443
    • Sun, A. Y., Morris, A. P., and Mohanty, S.: Sequential updating of multimodal hydrogeologic parameter fields using localization and clustering techniques, Water Resour. Res., 45, W07424, doi:10.1029/2008WR007443, 2009.
    • (2009) Water Resour. Res. , vol.45
    • Sun, A.Y.1    Morris, A.P.2    Mohanty, S.3
  • 54
    • 0032584095 scopus 로고    scopus 로고
    • Numerical modeling of macrodispersion in heterogeneous media: A comparison of multi-Gaussian and non-multi-Gaussian models
    • Wen, X. and Gómez-Hernàndez, J.: Numerical modeling of macrodispersion in heterogeneous media: A comparison of multi-Gaussian and non-multi-Gaussian models, J. Contam. Hydrol., 30, 129-156, 1998.
    • (1998) J. Contam. Hydrol. , vol.30 , pp. 129-156
    • Wen, X.1    Gómez-Hernàndez, J.2
  • 55
    • 0037005720 scopus 로고    scopus 로고
    • Construction of geostatistical aquifer models integrating dynamic flow and tracer data using inverse technique
    • Wen, X., Deutsch, C., and Cullick, A.: Construction of geostatistical aquifer models integrating dynamic flow and tracer data using inverse technique, J. Hydrol., 255, 151-168, 2002.
    • (2002) J. Hydrol. , vol.255 , pp. 151-168
    • Wen, X.1    Deutsch, C.2    Cullick, A.3
  • 56
    • 22244474935 scopus 로고    scopus 로고
    • Real-time reservoir model updating using ensemble Kalman filter
    • Wen, X. H. and Chen, W.: Real-time reservoir model updating using ensemble Kalman filter, in: SPE reservoir simulation symposium, 2005.
    • (2005) SPE Reservoir Simulation Symposium
    • Wen, X.H.1    Chen, W.2
  • 57
    • 0035139311 scopus 로고    scopus 로고
    • Toward capturing hydrologically significant connectivity in spatial patterns
    • Western, A., Bloschl, G., and Grayson, R.: Toward capturing hydrologically significant connectivity in spatial patterns, Water Resour. Res., 37, 83-97, 2001.
    • (2001) Water Resour. Res. , vol.37 , pp. 83-97
    • Western, A.1    Bloschl, G.2    Grayson, R.3
  • 58
    • 52049124779 scopus 로고    scopus 로고
    • A SGeMS code for pattern simulation of continuous and categorical variables: FILTERSIM
    • Wu, J., Boucher, A., and Zhang, T.: A SGeMS code for pattern simulation of continuous and categorical variables: FILTERSIM, Comput. Geosci., 34, 1863-1876, 2008.
    • (2008) Comput. Geosci. , vol.34 , pp. 1863-1876
    • Wu, J.1    Boucher, A.2    Zhang, T.3
  • 59
    • 0022823154 scopus 로고
    • Review of parameter identification procedures in groundwater hydrology: The inverse problem
    • Yeh, W.: Review of parameter identification procedures in groundwater hydrology: The inverse problem, Water Resour. Res., 22, 95-108, 1986.
    • (1986) Water Resour. Res. , vol.22 , pp. 95-108
    • Yeh, W.1
  • 60
    • 77956784640 scopus 로고    scopus 로고
    • Threedimensional hydraulic conductivity upscaling in groundwater modelling
    • doi:10.1016/j.cageo.2010.03.008
    • Zhou, H., Li, L., and Gómez-Hernàndez, J. J.: Threedimensional hydraulic conductivity upscaling in groundwater modelling, Comput. Geosci., 36, 1224-1235, doi:10.1016/j.cageo.2010.03.008, 2010.
    • (2010) Comput. Geosci. , vol.36 , pp. 1224-1235
    • Zhou, H.1    Li, L.2    Gómez-Hernàndez, J.J.3
  • 61
    • 79957911930 scopus 로고    scopus 로고
    • An approach to handling non-gaussianity of parameters and state variables in ensemble kalman filtering
    • doi:10.1016/j.advwatres.2011.04.014
    • Zhou, H., Gómez-Hernàndez, J. J., Hendricks Franssen, H., and Li, L.: An approach to handling non-Gaussianity of parameters and state variables in Ensemble Kalman Filtering, Adv. Water Resour., 34, 844-864, doi:10.1016/j.advwatres.2011.04.014, 2011.
    • (2011) Adv. Water Resour. , vol.34 , pp. 844-864
    • Zhou, H.1    Gómez-Hernàndez, J.J.2    Hendricks Franssen, H.3    Li, L.4
  • 62
    • 84863246925 scopus 로고    scopus 로고
    • A pattern search based inverse method
    • doi:10.1029/2011WR011195, in press
    • Zhou, H., Gómez-Hernàndez, J. J., and Li, L.: A pattern search based inverse method, Water Resour. Res., doi:10.1029/2011WR011195, in press, 2012a.
    • (2012) Water Resour. Res.
    • Zhou, H.1    Gómez-Hernàndez, J.J.2    Li, L.3
  • 63
    • 84863269871 scopus 로고    scopus 로고
    • Inverse methods in hydrogeology: Trajectory and future trends
    • In review
    • Zhou, H., Gómez-Hernàndez, J. J., and Li, L.: Inverse methods in hydrogeology: Trajectory and future trends, J. Hydrol., in review, 2012b.
    • (2012) J. Hydrol.
    • Zhou, H.1    Gómez-Hernàndez, J.J.2    Li, L.3
  • 64
    • 84856745403 scopus 로고    scopus 로고
    • Pattern identification in bimodal aquifer by normal score Ensemble Kalman Filter
    • doi:10.1007/s11004-011-9372-3
    • Zhou, H., Li, L., Gómez-Hernàndez, J. J., and Hendricks Franssen, H.: Pattern identification in bimodal aquifer by normal score Ensemble Kalman Filter, Math. Geosci., 44, 169-185, doi:10.1007/s11004-011-9372-3, 2012c.
    • (2012) Math. Geosci. , vol.44 , pp. 169-185
    • Zhou, H.1    Li, L.2    Gómez-Hernàndez, J.J.3    Hendricks Franssen, H.4
  • 66
    • 1542756480 scopus 로고    scopus 로고
    • When good statistical models of aquifer heterogeneity go bad: A comparison of flow, dispersion, and mass transfer in connected and multivariate Gaussian hydraulic conductivity fields
    • doi:10.1029/2001WR001146
    • Zinn, B. and Harvey, C. F.: When good statistical models of aquifer heterogeneity go bad: A comparison of flow, dispersion, and mass transfer in connected and multivariate Gaussian hydraulic conductivity fields, Water Resour. Res., 39, 1051, doi:10.1029/2001WR001146, 2003.
    • (2003) Water Resour. Res. , vol.39 , pp. 1051
    • Zinn, B.1    Harvey, C.F.2


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