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Volumn 71, Issue , 2013, Pages 446-460

Simultaneous estimation of relative permeability and capillary pressure for tight formations using ensemble-based history matching method

Author keywords

Assisted history matching; B spline interpolation; Capillary pressure; Ensemble Kalman filter; Power law model; Relative permeability; Reservoir simulation; Tight formation

Indexed keywords

ASSISTED HISTORY MATCHING; B-SPLINE; ENSEMBLE KALMAN FILTER; POWER LAW MODEL; RELATIVE PERMEABILITY; RESERVOIR SIMULATION; TIGHT FORMATION;

EID: 84871553457     PISSN: 00457930     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.compfluid.2012.11.013     Document Type: Article
Times cited : (40)

References (46)
  • 1
    • 77954179537 scopus 로고    scopus 로고
    • EOR: current status and opportunities. In: SPE paper 130113, the SPE improved oil recovery symposium, Tulsa, OK; 24-28 April
    • Manrique E, Thomas C, Ravikiran R, Izadi M, Lantz M, Romero J, et al. EOR: current status and opportunities. In: SPE paper 130113, the SPE improved oil recovery symposium, Tulsa, OK; 24-28 April, 2010.
    • (2010)
    • Manrique, E.1    Thomas, C.2    Ravikiran, R.3    Izadi, M.4    Lantz, M.5    Romero, J.6
  • 2
    • 38849141665 scopus 로고    scopus 로고
    • EOR field experiences in carbonate reservoirs in the United States
    • Manrique E.J., Muci V.E., Gurfinkel M.E. EOR field experiences in carbonate reservoirs in the United States. SPE Reserv Eval Eng 2007, 10(6):667-686.
    • (2007) SPE Reserv Eval Eng , vol.10 , Issue.6 , pp. 667-686
    • Manrique, E.J.1    Muci, V.E.2    Gurfinkel, M.E.3
  • 4
    • 0024056259 scopus 로고
    • Relative-permeability measurements: an overview
    • Honarpour M., Mahmood S.M. Relative-permeability measurements: an overview. J Pet Technol 1988, 40(8):963-966.
    • (1988) J Pet Technol , vol.40 , Issue.8 , pp. 963-966
    • Honarpour, M.1    Mahmood, S.M.2
  • 5
    • 0000809317 scopus 로고
    • Calculation of relative permeability from displacement experiments
    • Johnson E.F., Bossler D.P., Naumann V.O. Calculation of relative permeability from displacement experiments. AIME 1959, 216:370-372.
    • (1959) AIME , vol.216 , pp. 370-372
    • Johnson, E.F.1    Bossler, D.P.2    Naumann, V.O.3
  • 6
    • 0021408374 scopus 로고
    • Accuracy of JBN estimates of relative permeability: Part 1-error analysis
    • Tao T.M., Watson A.T. Accuracy of JBN estimates of relative permeability: Part 1-error analysis. SPE J 1984, 24(2):209-214.
    • (1984) SPE J , vol.24 , Issue.2 , pp. 209-214
    • Tao, T.M.1    Watson, A.T.2
  • 7
    • 0025383136 scopus 로고
    • Estimation of multiphase flow functions from displacement experiments
    • Richmond P.C., Watson A.T. Estimation of multiphase flow functions from displacement experiments. SPE Reserv Eng 1990, 5(1):121-127.
    • (1990) SPE Reserv Eng , vol.5 , Issue.1 , pp. 121-127
    • Richmond, P.C.1    Watson, A.T.2
  • 8
    • 0031119638 scopus 로고    scopus 로고
    • Uniqueness and simultaneous predictability of relative permeability and capillary pressure by discrete and continuous means
    • Ucan S., Civan F., Evans R.D. Uniqueness and simultaneous predictability of relative permeability and capillary pressure by discrete and continuous means. J Can Pet Technol 1997, 36(4):52-61.
    • (1997) J Can Pet Technol , vol.36 , Issue.4 , pp. 52-61
    • Ucan, S.1    Civan, F.2    Evans, R.D.3
  • 10
    • 84992532446 scopus 로고    scopus 로고
    • An alternative approach to modeling non-Darcy flow for pressure transient analysis in porous and fractured reservoirs
    • In: SPE paper 149123, the SPE/DGS Saudi Arabia Section Technical Symposium and Exhibition, Al-Khobar, Saudi Arabia; 15-18 May
    • Al-Otaibi A, Wu YS. An alternative approach to modeling non-Darcy flow for pressure transient analysis in porous and fractured reservoirs. In: SPE paper 149123, the SPE/DGS Saudi Arabia Section Technical Symposium and Exhibition, Al-Khobar, Saudi Arabia; 15-18 May, 2011.
    • (2011)
    • Al-Otaibi, A.1    Wu, Y.S.2
  • 11
    • 84906547001 scopus 로고    scopus 로고
    • Transient pressure analysis of gas wells in unconventional reservoirs
    • In: SPE paper 160889, the SPE Saudi Arabia Section Technical Symposium and Exhibition, Al-Khobar, Saudi; 8-11 April
    • Wu YS, Wang C, Ding D. Transient pressure analysis of gas wells in unconventional reservoirs. In: SPE paper 160889, the SPE Saudi Arabia Section Technical Symposium and Exhibition, Al-Khobar, Saudi; 8-11 April, 2012.
    • (2012)
    • Wu, Y.S.1    Wang, C.2    Ding, D.3
  • 12
    • 31144476758 scopus 로고    scopus 로고
    • Estimation of flow functions during drainage using genetic algorithm
    • Sun X., Mohanty K.K. Estimation of flow functions during drainage using genetic algorithm. SPE J 2005, 10(4):449-457.
    • (2005) SPE J , vol.10 , Issue.4 , pp. 449-457
    • Sun, X.1    Mohanty, K.K.2
  • 13
    • 85043920643 scopus 로고
    • Determination of relative permeability and capillary pressure by an automatic adjustment method
    • In: SPE paper 9237, the SPE Annual Technical Conference and Exhibition, Dallas, TX; 21-24 September
    • Chavent G, Cohen G, Espy M. Determination of relative permeability and capillary pressure by an automatic adjustment method. In: SPE paper 9237, the SPE Annual Technical Conference and Exhibition, Dallas, TX; 21-24 September, 1980.
    • (1980)
    • Chavent, G.1    Cohen, G.2    Espy, M.3
  • 15
    • 85036801944 scopus 로고
    • Use of parameter gradients for reservoir history matching
    • In: SPE paper 18433, the SPE Symposium on Reservoir Simulation, Houston, TX; 6-8 February
    • Anterion F, Eymard R, Karcher B. Use of parameter gradients for reservoir history matching. In: SPE paper 18433, the SPE Symposium on Reservoir Simulation, Houston, TX; 6-8 February, 1989.
    • (1989)
    • Anterion, F.1    Eymard, R.2    Karcher, B.3
  • 16
    • 33745622871 scopus 로고    scopus 로고
    • Estimation of dynamic relative permeability and capillary pressure from countercurrent imbibition experiments
    • Schembre J.M., Kovscek A.R. Estimation of dynamic relative permeability and capillary pressure from countercurrent imbibition experiments. Transp Porous Media 2006, 65(1):31-51.
    • (2006) Transp Porous Media , vol.65 , Issue.1 , pp. 31-51
    • Schembre, J.M.1    Kovscek, A.R.2
  • 17
    • 17744366835 scopus 로고    scopus 로고
    • Reservoir monitoring and continuous model updating using ensemble Kalman filter
    • Nævdal G., Johnsen L.M., Aanonsen S.I., Vefring E.H. Reservoir monitoring and continuous model updating using ensemble Kalman filter. SPE J 2005, 10(1):66-74.
    • (2005) SPE J , vol.10 , Issue.1 , pp. 66-74
    • Nævdal, G.1    Johnsen, L.M.2    Aanonsen, S.I.3    Vefring, E.H.4
  • 18
    • 58149520358 scopus 로고    scopus 로고
    • History matching using the ensemble Kalman filter on a North Sea field case
    • Haugen V., Nævdal G., Natvik L.J., Evensen G., Berg A.M., Flornes K.M. History matching using the ensemble Kalman filter on a North Sea field case. SPE J 2008, 13(4):382-391.
    • (2008) SPE J , vol.13 , Issue.4 , pp. 382-391
    • Haugen, V.1    Nævdal, G.2    Natvik, L.J.3    Evensen, G.4    Berg, A.M.5    Flornes, K.M.6
  • 19
    • 70350168210 scopus 로고    scopus 로고
    • The ensemble Kalman filter in reservoir engineering-a review
    • Aanonsen S.I., Nævdal G., Oliver D.S., Reynolds A.C., Vallès B. The ensemble Kalman filter in reservoir engineering-a review. SPE J 2009, 14(3):393-412.
    • (2009) SPE J , vol.14 , Issue.3 , pp. 393-412
    • Aanonsen, S.I.1    Nævdal, G.2    Oliver, D.S.3    Reynolds, A.C.4    Vallès, B.5
  • 20
    • 63049136493 scopus 로고    scopus 로고
    • Data assimilation for nonlinear problems by ensemble Kalman filter with reparameterization
    • Chen Y., Oliver D.S., Zhang D. Data assimilation for nonlinear problems by ensemble Kalman filter with reparameterization. J Pet Sci Eng 2009, 66(1-2):1-14.
    • (2009) J Pet Sci Eng , vol.66 , Issue.1-2 , pp. 1-14
    • Chen, Y.1    Oliver, D.S.2    Zhang, D.3
  • 21
    • 80052429895 scopus 로고    scopus 로고
    • Ensemble-based history matching and its application in estimating reservoir petrophysical properties
    • Ph.D. dissertation, University of Regina, Regina, SK;
    • Li H. Ensemble-based history matching and its application in estimating reservoir petrophysical properties. Ph.D. dissertation, University of Regina, Regina, SK; 2010.
    • (2010)
    • Li, H.1
  • 22
    • 79954969752 scopus 로고    scopus 로고
    • Distributed parameter and state estimation in petroleum reservoirs
    • Oliver D.S., Zhang Y., Phale H.A., Chen Y. Distributed parameter and state estimation in petroleum reservoirs. Comput Fluids 2011, 46:70-77.
    • (2011) Comput Fluids , vol.46 , pp. 70-77
    • Oliver, D.S.1    Zhang, Y.2    Phale, H.A.3    Chen, Y.4
  • 23
    • 79959558281 scopus 로고    scopus 로고
    • History matching using a hierarchical stochastic model with the ensemble Kalman filter: a field case study
    • Zhang Y., Oliver D.S. History matching using a hierarchical stochastic model with the ensemble Kalman filter: a field case study. SPE J 2011, 16(2):307-317.
    • (2011) SPE J , vol.16 , Issue.2 , pp. 307-317
    • Zhang, Y.1    Oliver, D.S.2
  • 24
    • 70450189892 scopus 로고    scopus 로고
    • Advanced reservoir management workflow using an EnKF-based assisted history matching method
    • In: SPE paper 118906, the SPE reservoir simulation symposium, Woodlands, TX; 2-4 February
    • Seiler A, Evensen G, Skjervheim JA, Hove J, Vabo JG. Advanced reservoir management workflow using an EnKF-based assisted history matching method. In: SPE paper 118906, the SPE reservoir simulation symposium, Woodlands, TX; 2-4 February, 2009.
    • (2009)
    • Seiler, A.1    Evensen, G.2    Skjervheim, J.A.3    Hove, J.4    Vabo, J.G.5
  • 25
    • 78149496591 scopus 로고    scopus 로고
    • Ensemble-based relative permeability estimation using B-spline model
    • Li H., Chen S., Yang D., Tontiwachwuthikul P. Ensemble-based relative permeability estimation using B-spline model. Transp Porous Media 2010, 85(3):703-721.
    • (2010) Transp Porous Media , vol.85 , Issue.3 , pp. 703-721
    • Li, H.1    Chen, S.2    Yang, D.3    Tontiwachwuthikul, P.4
  • 26
    • 78650599286 scopus 로고    scopus 로고
    • Relative permeability estimation from displacement experiments using EnKF method
    • In: SPE paper 131633, the CPS/SPE international oil and gas conference and exhibition, Beijing, China; 8-10 June
    • Li H, Yang D, Arhuoma M. Relative permeability estimation from displacement experiments using EnKF method. In: SPE paper 131633, the CPS/SPE international oil and gas conference and exhibition, Beijing, China; 8-10 June, 2010.
    • (2010)
    • Li, H.1    Yang, D.2    Arhuoma, M.3
  • 27
    • 80052473297 scopus 로고    scopus 로고
    • Estimation of multiple petrophysical parameters for the PUNQ-S3 model using ensemble-based history matching
    • In: SPE paper 143583, the SPE EUROPEC/ EAGE annual conference and exhibition, Vienna, Austria; 23-26 May
    • Li H, Yang D. Estimation of multiple petrophysical parameters for the PUNQ-S3 model using ensemble-based history matching. In: SPE paper 143583, the SPE EUROPEC/ EAGE annual conference and exhibition, Vienna, Austria; 23-26 May, 2011.
    • (2011)
    • Li, H.1    Yang, D.2
  • 28
    • 84864100853 scopus 로고    scopus 로고
    • Simultaneous estimation of relative permeability and capillary pressure using ensemble-based history matching technique
    • Zhang Y., Li H., Yang D. Simultaneous estimation of relative permeability and capillary pressure using ensemble-based history matching technique. Transp Porous Media 2012, 94(1):259-276.
    • (2012) Transp Porous Media , vol.94 , Issue.1 , pp. 259-276
    • Zhang, Y.1    Li, H.2    Yang, D.3
  • 29
    • 0023289272 scopus 로고
    • A new algorithm for estimating relative permeabilities from displacement experiments
    • Kerig P.D., Watson A.T. A new algorithm for estimating relative permeabilities from displacement experiments. SPE Reservoir Eng 1987, 2(1):103-112.
    • (1987) SPE Reservoir Eng , vol.2 , Issue.1 , pp. 103-112
    • Kerig, P.D.1    Watson, A.T.2
  • 30
    • 0032710807 scopus 로고    scopus 로고
    • Two-phase relative permeability models in reservoir engineering calculations
    • Siddiqui S., Hicks P.J., Ertekin T. Two-phase relative permeability models in reservoir engineering calculations. Energy Sources 1999, 21(1-2):145-162.
    • (1999) Energy Sources , vol.21 , Issue.1-2 , pp. 145-162
    • Siddiqui, S.1    Hicks, P.J.2    Ertekin, T.3
  • 31
    • 0022690994 scopus 로고
    • Relative-permeability estimation from displacement experiments: an error analysis
    • Kerig P.D., Watson A.T. Relative-permeability estimation from displacement experiments: an error analysis. SPE Reservoir Eng 1986, 1(2):175-182.
    • (1986) SPE Reservoir Eng , vol.1 , Issue.2 , pp. 175-182
    • Kerig, P.D.1    Watson, A.T.2
  • 32
    • 22344456963 scopus 로고    scopus 로고
    • On the inverse problem of the estimation of multiphase flow functions. In: SPE paper 92007, the SPE international petroleum conference, Puebla, Mexico; 8-9 November
    • Nieto VL, Savioli GB, Bidner MS. On the inverse problem of the estimation of multiphase flow functions. In: SPE paper 92007, the SPE international petroleum conference, Puebla, Mexico; 8-9 November, 2004.
    • (2004)
    • Nieto, V.L.1    Savioli, G.B.2    Bidner, M.S.3
  • 33
    • 41349113831 scopus 로고    scopus 로고
    • A well test for in-situ determination of relative permeability curves
    • Chen S., Li G., Peres A., Reynolds A.C. A well test for in-situ determination of relative permeability curves. SPE Reservoir Eval Eng 2008, 11(1):95-107.
    • (2008) SPE Reservoir Eval Eng , vol.11 , Issue.1 , pp. 95-107
    • Chen, S.1    Li, G.2    Peres, A.3    Reynolds, A.C.4
  • 34
    • 0035716318 scopus 로고    scopus 로고
    • An experimental and analytical study of steam/water capillary pressure
    • Li K., Horne R.N. An experimental and analytical study of steam/water capillary pressure. SPE Reservoir Eval Eng 2001, 4(6):477-482.
    • (2001) SPE Reservoir Eval Eng , vol.4 , Issue.6 , pp. 477-482
    • Li, K.1    Horne, R.N.2
  • 35
    • 33746599377 scopus 로고    scopus 로고
    • Comparison of methods to calculate relative permeability from capillary pressure in consolidated water-wet porous media
    • Li K., Horne R.N. Comparison of methods to calculate relative permeability from capillary pressure in consolidated water-wet porous media. Water Resour Res 2006, 42(6):W06405.
    • (2006) Water Resour Res , vol.42 , Issue.6
    • Li, K.1    Horne, R.N.2
  • 36
    • 84861049732 scopus 로고    scopus 로고
    • Estimation of relative permeability by assisted history matching using the ensemble Kalman filter method
    • Li H., Chen S., Yang D., Tontiwachwuthikul P. Estimation of relative permeability by assisted history matching using the ensemble Kalman filter method. J Can Pet Technol 2012, 51(2):205-214.
    • (2012) J Can Pet Technol , vol.51 , Issue.2 , pp. 205-214
    • Li, H.1    Chen, S.2    Yang, D.3    Tontiwachwuthikul, P.4
  • 37
    • 33645823654 scopus 로고    scopus 로고
    • An improved implementation of the LBFGS algorithm for automatic history matching
    • Gao G., Reynolds A.C. An improved implementation of the LBFGS algorithm for automatic history matching. SPE J 2006, 11(1):5-17.
    • (2006) SPE J , vol.11 , Issue.1 , pp. 5-17
    • Gao, G.1    Reynolds, A.C.2
  • 38
  • 41
    • 66849101595 scopus 로고    scopus 로고
    • The ensemble Kalman filter for combined state and parameter estimation
    • Evensen G. The ensemble Kalman filter for combined state and parameter estimation. IEEE Contr Syst Mag 2009, 29(3):83-104.
    • (2009) IEEE Contr Syst Mag , vol.29 , Issue.3 , pp. 83-104
    • Evensen, G.1
  • 42
    • 33745949093 scopus 로고    scopus 로고
    • The ensemble Kalman filter for continuous updating of reservoir simulation models
    • Gu Y., Oliver D.S. The ensemble Kalman filter for continuous updating of reservoir simulation models. J Energy Resour Technol 2006, 128:79-87.
    • (2006) J Energy Resour Technol , vol.128 , pp. 79-87
    • Gu, Y.1    Oliver, D.S.2
  • 43
    • 77954855387 scopus 로고    scopus 로고
    • Estimation of depths of fluid contacts and relative permeability curves by history matching using iterative ensemble-Kalman smoothers
    • Wang Y., Li G., Reynolds A.C. Estimation of depths of fluid contacts and relative permeability curves by history matching using iterative ensemble-Kalman smoothers. SPE J 2010, 15(2):509-525.
    • (2010) SPE J , vol.15 , Issue.2 , pp. 509-525
    • Wang, Y.1    Li, G.2    Reynolds, A.C.3
  • 44
    • 33846187189 scopus 로고    scopus 로고
    • Real-time reservoir model updating using ensemble Kalman filter with confirming option
    • Wen X.H., Chen W.H. Real-time reservoir model updating using ensemble Kalman filter with confirming option. SPE J 2006, 11(4):431-442.
    • (2006) SPE J , vol.11 , Issue.4 , pp. 431-442
    • Wen, X.H.1    Chen, W.H.2
  • 45
    • 84875666337 scopus 로고    scopus 로고
    • Simultaneous estimation of relative permeability and capillary pressure for tight formations from displacement experiments
    • In: SPE paper 162663, the SPE Canadian unconventional resources conference, Calgary, AB; 30 October-1 November
    • Zhang Y, Song C, Zheng S, Yang D. Simultaneous estimation of relative permeability and capillary pressure for tight formations from displacement experiments. In: SPE paper 162663, the SPE Canadian unconventional resources conference, Calgary, AB; 30 October-1 November, 2012.
    • (2012)
    • Zhang, Y.1    Song, C.2    Zheng, S.3    Yang, D.4
  • 46
    • 0347656663 scopus 로고
    • Relative permeabilities from centrifuge data
    • Firoozabadi A., Aziz K. Relative permeabilities from centrifuge data. J Can Pet Technol 1991, 30(5):33-42.
    • (1991) J Can Pet Technol , vol.30 , Issue.5 , pp. 33-42
    • Firoozabadi, A.1    Aziz, K.2


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