메뉴 건너뛰기




Volumn 33, Issue 2, 2010, Pages 129-145

Flow relevant covariance localization during dynamic data assimilation using EnKF

Author keywords

Covariance localization; Ensemble Kalman filter; Sequential data assimilation; Streamlines; Subsurface characterization

Indexed keywords

AUTOMATIC HISTORY MATCHING; COMPUTATIONAL SAVINGS; CROSS COVARIANCE MATRICES; CROSS-COVARIANCE; DYNAMIC DATA; ENSEMBLE KALMAN FILTER; ENSEMBLE-BASED METHOD; FIELD SCALE; GROUNDWATER MANAGEMENT; HIGH RESOLUTION; MEASUREMENT LOCATIONS; MODEL CALIBRATION; MODEL PARAMETERS; MODEL UPDATES; NUMERICAL EXPERIMENTS; OPERATIONAL DATA; RESERVOIR CHARACTERIZATION; ROBUST ALGORITHM; SAMPLING ERRORS; SEQUENTIAL DATA; SPATIAL LOCALIZATION; STATISTICAL MEASURES; STATISTICAL NOISE; SUBSURFACE MODEL; UNCERTAINTY ASSESSMENT;

EID: 74249094921     PISSN: 03091708     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.advwatres.2009.10.001     Document Type: Article
Times cited : (21)

References (36)
  • 1
    • 74249090282 scopus 로고    scopus 로고
    • A coarse-scale constrained ensemble Kalman filter for subsurface characterization
    • submitted for publication
    • Akella S, Efendiev Y, Datta-Gupta A. A coarse-scale constrained ensemble Kalman filter for subsurface characterization. Water Resour Res; submitted for publication.
    • Water Resour Res
    • Akella, S.1    Efendiev, Y.2    Datta-Gupta, A.3
  • 2
    • 0035655814 scopus 로고    scopus 로고
    • An ensemble adjustment filter for data assimilation
    • Anderson J.L. An ensemble adjustment filter for data assimilation. Monthly Weather Review 129 12 (2001) 2903-2994
    • (2001) Monthly Weather Review , vol.129 , Issue.12 , pp. 2903-2994
    • Anderson, J.L.1
  • 3
    • 34247642674 scopus 로고    scopus 로고
    • An adaptive covariance inflation error correction algorithm for ensemble filters
    • Anderson J.L. An adaptive covariance inflation error correction algorithm for ensemble filters. Tellus 59 2 (2007) 210-224
    • (2007) Tellus , vol.59 , Issue.2 , pp. 210-224
    • Anderson, J.L.1
  • 4
    • 0033500692 scopus 로고    scopus 로고
    • A Monte-Carlo implementation of the nonlinear filtering problem to produce ensemble assimilations and forecasts
    • Anderson J.L., and Anderson S.L. A Monte-Carlo implementation of the nonlinear filtering problem to produce ensemble assimilations and forecasts. Mon Weather Rev 127 12 (1999) 2741-2758
    • (1999) Mon Weather Rev , vol.127 , Issue.12 , pp. 2741-2758
    • Anderson, J.L.1    Anderson, S.L.2
  • 5
    • 59649096541 scopus 로고    scopus 로고
    • Streamline assisted ensemble Kalman filter for rapid and continuous reservoir model updating
    • Arroyo E., Devegowda D., Datta-Gupta A., and Choe J. Streamline assisted ensemble Kalman filter for rapid and continuous reservoir model updating. SPERE 11 6 (2008) 1046-1060
    • (2008) SPERE , vol.11 , Issue.6 , pp. 1046-1060
    • Arroyo, E.1    Devegowda, D.2    Datta-Gupta, A.3    Choe, J.4
  • 6
    • 0035270690 scopus 로고    scopus 로고
    • Adaptive sampling with the ensemble transform filter. Part I: Theoretical aspects
    • Bishop C.H., Etherton B.J., and Majumdar S.J. Adaptive sampling with the ensemble transform filter. Part I: Theoretical aspects. Mon Weather Rev 129 3 (2001) 420-436
    • (2001) Mon Weather Rev , vol.129 , Issue.3 , pp. 420-436
    • Bishop, C.H.1    Etherton, B.J.2    Majumdar, S.J.3
  • 7
    • 22044441478 scopus 로고    scopus 로고
    • Cheng H, Wen XH, Milliken WJ, Datta-Gupta A. Field experiences with assisted and automatic history matching using streamline models. In: Paper SPE 89857 presented at the SPE annual technical conference and exhibition, Houston, 24-27 September; 2004.
    • Cheng H, Wen XH, Milliken WJ, Datta-Gupta A. Field experiences with assisted and automatic history matching using streamline models. In: Paper SPE 89857 presented at the SPE annual technical conference and exhibition, Houston, 24-27 September; 2004.
  • 8
    • 27544471879 scopus 로고    scopus 로고
    • Fast history-matching of finite difference models using streamline-derived sensitivities
    • Cheng H., Khargoria A., He Z., and Datta-Gupta A. Fast history-matching of finite difference models using streamline-derived sensitivities. SPERE 8 5 (2005) 426-436
    • (2005) SPERE , vol.8 , Issue.5 , pp. 426-436
    • Cheng, H.1    Khargoria, A.2    He, Z.3    Datta-Gupta, A.4
  • 9
    • 38349144896 scopus 로고    scopus 로고
    • Compressible streamlines and three-phase history matching
    • Cheng H., Oyerinde A.S., and Datta-Gupta A. Compressible streamlines and three-phase history matching. SPEJ 12 4 (2007) 375-385
    • (2007) SPEJ , vol.12 , Issue.4 , pp. 375-385
    • Cheng, H.1    Oyerinde, A.S.2    Datta-Gupta, A.3
  • 10
    • 59649092214 scopus 로고    scopus 로고
    • Streamline simulation: Theory and practice
    • Society of Petroleum Engineers, Richardson, TX
    • Datta-Gupta A, King MJ. 2007. Streamline simulation: theory and practice. Textbook series #11, Society of Petroleum Engineers, Richardson, TX.
    • (2007) Textbook series , vol.11
    • Datta-Gupta, A.1    King, M.J.2
  • 12
    • 34249027618 scopus 로고    scopus 로고
    • Devegowda D, Arroyo E, Datta-Gupta A, Douma SG. Efficient and robust reservoir model updating using ensemble Kalman filter with sensitivity based covariance localization. In: Paper SPE 106144 presented at the SPE reservoir simulation symposium, Woodlands, Texas, 24-26 February; 2007.
    • Devegowda D, Arroyo E, Datta-Gupta A, Douma SG. Efficient and robust reservoir model updating using ensemble Kalman filter with sensitivity based covariance localization. In: Paper SPE 106144 presented at the SPE reservoir simulation symposium, Woodlands, Texas, 24-26 February; 2007.
  • 14
    • 85054356936 scopus 로고    scopus 로고
    • Emanuel AS, Milliken WJ. History matching finite-difference models with 3D streamlines. In: Paper SPE 4900 presented at the SPE annual technical conference and exhibition, New Orleans, 27-30 September; 1998.
    • Emanuel AS, Milliken WJ. History matching finite-difference models with 3D streamlines. In: Paper SPE 4900 presented at the SPE annual technical conference and exhibition, New Orleans, 27-30 September; 1998.
  • 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 (2003) 353-367
    • (2003) Ocean Dyn , vol.53 , pp. 353-367
    • Evensen, G.1
  • 17
    • 33750502680 scopus 로고    scopus 로고
    • Estimation of high-dimensional prior and posterior covariance matrices in Kalman filter variants
    • Furrer R., and Bengtsson T. Estimation of high-dimensional prior and posterior covariance matrices in Kalman filter variants. J Multivariate Anal 98 (2004) 227-255
    • (2004) J Multivariate Anal , vol.98 , pp. 227-255
    • Furrer, R.1    Bengtsson, T.2
  • 19
    • 33745949093 scopus 로고    scopus 로고
    • The ensemble Kalman filter for continuous reservoir model updating
    • Gu Y., and Oliver D.S. The ensemble Kalman filter for continuous reservoir model updating. J Energy Resour Technol 128 (2006) 79-91
    • (2006) J Energy Resour Technol , vol.128 , pp. 79-91
    • Gu, Y.1    Oliver, D.S.2
  • 20
    • 0035506430 scopus 로고    scopus 로고
    • Distance-dependent filtering of background error covariance estimates in an ensemble Kalman filter
    • Hamill T.M., and Whitaker J.S. Distance-dependent filtering of background error covariance estimates in an ensemble Kalman filter. Mon Weather Rev 129 (2001) 2776-2793
    • (2001) Mon Weather Rev , vol.129 , pp. 2776-2793
    • Hamill, T.M.1    Whitaker, J.S.2
  • 21
    • 0036964897 scopus 로고    scopus 로고
    • Streamline based production data integration under changing field conditions
    • He Z., Yoon S., and Datta-Gupta A. Streamline based production data integration under changing field conditions. SPEJ 7 4 (2002) 423-436
    • (2002) SPEJ , vol.7 , Issue.4 , pp. 423-436
    • He, Z.1    Yoon, S.2    Datta-Gupta, A.3
  • 22
    • 0032024819 scopus 로고    scopus 로고
    • Data assimilation using ensemble Kalman technique
    • Houtekamer P.L., and Mitchell H.L. Data assimilation using ensemble Kalman technique. Mon Weather Rev 126 3 (1998) 796-811
    • (1998) Mon Weather Rev , vol.126 , Issue.3 , pp. 796-811
    • Houtekamer, P.L.1    Mitchell, H.L.2
  • 23
    • 0035129828 scopus 로고    scopus 로고
    • A sequential ensemble Kalman filter for atmospheric data assimilation
    • Houtekamer P.L., and Mitchell H.L. A sequential ensemble Kalman filter for atmospheric data assimilation. Mon Weather Rev 129 1 (2001) 123-137
    • (2001) Mon Weather Rev , vol.129 , Issue.1 , pp. 123-137
    • Houtekamer, P.L.1    Mitchell, H.L.2
  • 24
    • 34447299092 scopus 로고    scopus 로고
    • Spatial error and convergence in streamline simulation
    • Jimenez E., Sabir K., Datta-Gupta A., and King M.J. Spatial error and convergence in streamline simulation. SPERE 10 3 (2007) 221-232
    • (2007) SPERE , vol.10 , Issue.3 , pp. 221-232
    • Jimenez, E.1    Sabir, K.2    Datta-Gupta, A.3    King, M.J.4
  • 25
    • 74249108089 scopus 로고    scopus 로고
    • Johns CJ, Mandel J. A two-stage ensemble Kalman filter for smooth data assimilation. Environ Ecol Stat; in print
    • Johns CJ, Mandel J. A two-stage ensemble Kalman filter for smooth data assimilation. Environ Ecol Stat; in print.
  • 26
    • 17744366835 scopus 로고    scopus 로고
    • Reservoir monitoring and continuous model updating using ensemble Kalman filter
    • Nævdal G., Johnsen L.M., Aanonsen N.I., and Vefring E.H. Reservoir monitoring and continuous model updating using ensemble Kalman filter. SPEJ 10 1 (2005) 66-74
    • (2005) SPEJ , vol.10 , Issue.1 , pp. 66-74
    • Nævdal, G.1    Johnsen, L.M.2    Aanonsen, N.I.3    Vefring, E.H.4
  • 27
    • 33847294302 scopus 로고    scopus 로고
    • Impacts of localization in the EnKF and EnOI: experiments with a small model
    • Oke P.R., Sakov P., and Corney S.P. Impacts of localization in the EnKF and EnOI: experiments with a small model. Ocean Dyn 57 1 (2007) 32-45
    • (2007) Ocean Dyn , vol.57 , Issue.1 , pp. 32-45
    • Oke, P.R.1    Sakov, P.2    Corney, S.P.3
  • 30
    • 0024163446 scopus 로고    scopus 로고
    • Semi-analytical computation of path lines for finite difference models
    • Pollock D.W. Semi-analytical computation of path lines for finite difference models. Ground Water 26 6 (1998) 743-752
    • (1998) Ground Water , vol.26 , Issue.6 , pp. 743-752
    • Pollock, D.W.1
  • 32
    • 0033278771 scopus 로고    scopus 로고
    • Integrating dynamic data into high resolution reservoir models using streamline-based analytic sensitivity coefficients
    • Vasco D.W., Yoon S., and Datta-Gupta A. Integrating dynamic data into high resolution reservoir models using streamline-based analytic sensitivity coefficients. SPEJ 4 3 (1999) 389-399
    • (1999) SPEJ , vol.4 , Issue.3 , pp. 389-399
    • Vasco, D.W.1    Yoon, S.2    Datta-Gupta, A.3
  • 33
    • 4744337763 scopus 로고    scopus 로고
    • Scalability of the deterministic and bayesian approaches to production-data integration into reservoir models
    • Vega L., Rojas D., and Datta-Gupta A. Scalability of the deterministic and bayesian approaches to production-data integration into reservoir models. SPEJ 9 3 (2004) 330-338
    • (2004) SPEJ , vol.9 , Issue.3 , pp. 330-338
    • Vega, L.1    Rojas, D.2    Datta-Gupta, A.3
  • 34
    • 0036646009 scopus 로고    scopus 로고
    • Ensemble data assimilation without perturbed observations
    • Whitaker J.S., and Hamill T.M. Ensemble data assimilation without perturbed observations. Mon Weather Rev 130 7 (2002) 1913-1924
    • (2002) Mon Weather Rev , vol.130 , Issue.7 , pp. 1913-1924
    • Whitaker, J.S.1    Hamill, T.M.2
  • 35
    • 0032686867 scopus 로고    scopus 로고
    • Yoon S, Barman I, Datta-Gupta A, Pope GA. In-situ characterization of residual NAPL distribution using streamline based inversion of partitioning tracer tests. In: Paper SPE 52729 presented at the SPE/EPA exploration and production environmental conference, Austin, 1-3 April; 1999.
    • Yoon S, Barman I, Datta-Gupta A, Pope GA. In-situ characterization of residual NAPL distribution using streamline based inversion of partitioning tracer tests. In: Paper SPE 52729 presented at the SPE/EPA exploration and production environmental conference, Austin, 1-3 April; 1999.
  • 36
    • 74249097613 scopus 로고    scopus 로고
    • Coupling ensemble Kalman filter with four dimensional variational data assimilation
    • submitted for publication
    • Zhang F, Zhang M, Hansen JA. Coupling ensemble Kalman filter with four dimensional variational data assimilation. Mon Weather Rev; submitted for publication.
    • Mon Weather Rev
    • Zhang, F.1    Zhang, M.2    Hansen, J.A.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.