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Volumn 148, Issue , 2015, Pages 202-211

Connectionist model for predicting minimum gas miscibility pressure: Application to gas injection process

Author keywords

Crude oil Minimum Miscible Pressure (MMP); Gas injection; Least Square Support Vector Machine (LSSVM); Miscible flooding

Indexed keywords

CRUDE OIL; ENHANCED RECOVERY; EVOLUTIONARY ALGORITHMS; GASES; GENETIC ALGORITHMS; OIL SHALE; OIL WELL FLOODING; OPTIMIZATION; PETROLEUM RESERVOIR ENGINEERING; PETROLEUM RESERVOIRS; WATER INJECTION; WELL FLOODING;

EID: 84922902098     PISSN: 00162361     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.fuel.2015.01.044     Document Type: Article
Times cited : (72)

References (73)
  • 2
    • 0004288256 scopus 로고
    • Miscible displacement
    • Chapter 8
    • F. Stalkup Miscible displacement SPE J 1983 137 158 Chapter 8
    • (1983) SPE J , pp. 137-158
    • Stalkup, F.1
  • 4
    • 0002546579 scopus 로고
    • Asphaltene deposition and its role in petroleum production and processing
    • G.A. Mansoori, T.S. Jiang, and S. Kawanaka Asphaltene deposition and its role in petroleum production and processing Arabian J Sci Eng 13 17 1988
    • (1988) Arabian J Sci Eng , vol.13 , Issue.17
    • Mansoori, G.A.1    Jiang, T.S.2    Kawanaka, S.3
  • 5
    • 0032464021 scopus 로고    scopus 로고
    • A very simple multiple mixing cell calculation to compute the minimum miscibility pressure whatever the displacement mechanism
    • J.N. Jaubert, L. Wolff, L. AvaulleÍe, and E. Neau A very simple multiple mixing cell calculation to compute the minimum miscibility pressure whatever the displacement mechanism Ind Eng Chem Res 37 12 1998 4854 4859
    • (1998) Ind Eng Chem Res , vol.37 , Issue.12 , pp. 4854-4859
    • Jaubert, J.N.1    Wolff, L.2    Avaulleíe, L.3    Neau, E.4
  • 6
    • 0034283276 scopus 로고    scopus 로고
    • Calculation of minimum miscibility pressure
    • Y. Wang, and F.M. Orr Calculation of minimum miscibility pressure J Pet Sci Eng 27 2000 151 164
    • (2000) J Pet Sci Eng , vol.27 , pp. 151-164
    • Wang, Y.1    Orr, F.M.2
  • 8
    • 84878685578 scopus 로고    scopus 로고
    • A developed smart technique to predict minimum miscible pressure - EOR implication
    • S. Zendehboudi, M.A. Ahmadi, A. Shafiei, and T. Babadagli A developed smart technique to predict minimum miscible pressure - EOR implication Canad J Chem Eng 91 7 2013 1325 1337
    • (2013) Canad J Chem Eng , vol.91 , Issue.7 , pp. 1325-1337
    • Zendehboudi, S.1    Ahmadi, M.A.2    Shafiei, A.3    Babadagli, T.4
  • 9
    • 0016352989 scopus 로고
    • Mechanisms of oil displacement by carbon dioxide
    • L.W. Holm, and V.A. Josendal Mechanisms of oil displacement by carbon dioxide J Petrol Technol 26 12 1974 1427 1438
    • (1974) J Petrol Technol , vol.26 , Issue.12 , pp. 1427-1438
    • Holm, L.W.1    Josendal, V.A.2
  • 12
    • 0038700138 scopus 로고    scopus 로고
    • 2 minimum miscibility pressures: Slim-tube or rising-bubble method?
    • 2 minimum miscibility pressures: slim-tube or rising-bubble method? Energy Fuels 10 2 1996 443 449
    • (1996) Energy Fuels , vol.10 , Issue.2 , pp. 443-449
    • Elsharkawy Adel., M.1
  • 14
    • 0036671123 scopus 로고    scopus 로고
    • Application of the new vanishing interfacial tension technique to evaluate miscibility conditions for the terra nova offshore project
    • D.N. Rao, and J.I. Lee Application of the new vanishing interfacial tension technique to evaluate miscibility conditions for the terra nova offshore project J Petrol Sci Eng 35 3-4 August 2002 247 262
    • (2002) J Petrol Sci Eng , vol.35 , Issue.34 , pp. 247-262
    • Rao, D.N.1    Lee, J.I.2
  • 15
    • 0037160501 scopus 로고    scopus 로고
    • Is it still necessary to measure the minimum miscibility pressure?
    • Jaubert Jean-Noe 1, Avaullee Laurent, and Pierre Christophe Is it still necessary to measure the minimum miscibility pressure? Ind Eng Chem Res 41 2 2002 303 310
    • (2002) Ind Eng Chem Res , vol.41 , Issue.2 , pp. 303-310
    • Jean-Noe, J.1    Laurent, A.2    Christophe, P.3
  • 16
    • 84904861089 scopus 로고    scopus 로고
    • Fuzzy modeling and experimental investigation of minimum miscible pressure in gas injection process
    • M.A. Ahmadi, and M. Ebadi Fuzzy modeling and experimental investigation of minimum miscible pressure in gas injection process Fluid Phase Equilibria 378C 2014 1 12
    • (2014) Fluid Phase Equilibria , vol.378 C , pp. 1-12
    • Ahmadi, M.A.1    Ebadi, M.2
  • 17
    • 0016352989 scopus 로고
    • Mechanisms of oil displacement by carbon dioxide
    • L.W. Holm, and V.A. Josendal Mechanisms of oil displacement by carbon dioxide J Petrol Technol 12 26 1974 1427 1438
    • (1974) J Petrol Technol , vol.12 , Issue.26 , pp. 1427-1438
    • Holm, L.W.1    Josendal, V.A.2
  • 20
    • 0001758028 scopus 로고    scopus 로고
    • Thermodynamic modeling for petroleum fluids. I. Equation of state and group contribution for the estimation of thermodynamic parameters of heavy hydrocarbons
    • L. Avaullee, L. Trassy, E. Neau, and J.N. Jaubert Thermodynamic modeling for petroleum fluids. I. Equation of state and group contribution for the estimation of thermodynamic parameters of heavy hydrocarbons Fluid Phase Equilib 139 1997 155 170
    • (1997) Fluid Phase Equilib , vol.139 , pp. 155-170
    • Avaullee, L.1    Trassy, L.2    Neau, E.3    Jaubert, J.N.4
  • 21
    • 77954887431 scopus 로고    scopus 로고
    • Relationship between the binary interaction parameters (kij) of the Peng-Robinson and those of the Soave-Redlich-Kwong equations of state. Application to the definition of the PR2SRK model
    • J.N. Jaubert, and R. Privat Relationship between the binary interaction parameters (kij) of the Peng-Robinson and those of the Soave-Redlich-Kwong equations of state. Application to the definition of the PR2SRK model Fluid Phase Equilib 295 2010 26 37
    • (2010) Fluid Phase Equilib , vol.295 , pp. 26-37
    • Jaubert, J.N.1    Privat, R.2
  • 23
    • 0019392454 scopus 로고
    • Carbon dioxide flooding fundamentals
    • N. Mungan Carbon dioxide flooding fundamentals J Canad Petrol Technol 1981 87
    • (1981) J Canad Petrol Technol , pp. 87
    • Mungan, N.1
  • 26
    • 0036609818 scopus 로고    scopus 로고
    • A crude oil data bank containing more than 5000 PVT and gas injection data
    • J.N. Jaubert, L. Avaullee, and J.F. Souvay A crude oil data bank containing more than 5000 PVT and gas injection data J Petrol Sci Eng 34 2002 65 107
    • (2002) J Petrol Sci Eng , vol.34 , pp. 65-107
    • Jaubert, J.N.1    Avaullee, L.2    Souvay, J.F.3
  • 28
    • 0032876164 scopus 로고    scopus 로고
    • Neural network model for estimating the PVT properties of middle east crude oils
    • Ridha B.C. Gharbi, and Adel M. Elsharkawy Neural network model for estimating the PVT properties of middle east crude oils SPE Reserv Eval Eng 2 3 June 1999 255 265
    • (1999) SPE Reserv Eval Eng , vol.2 , Issue.3 , pp. 255-265
    • Gharbi, R.B.C.1    Elsharkawy, A.M.2
  • 29
    • 0028083770 scopus 로고
    • Intelligent well control. Trans. 661
    • M.D. Waller, and P.J. Rowsell Intelligent well control. Trans. 661 Inst Min Metall 103 1994 47 51
    • (1994) Inst Min Metall , vol.103 , pp. 47-51
    • Waller, M.D.1    Rowsell, P.J.2
  • 36
    • 0020113120 scopus 로고
    • 2 and rich-gas displacements
    • 2 and rich-gas displacements Soc Pet Eng J 4 1982 219 225
    • (1982) Soc Pet Eng J , vol.4 , pp. 219-225
    • Metcalfe, R.S.1
  • 38
    • 0032876164 scopus 로고    scopus 로고
    • Neural network model for estimating the PVT properties of Middle East crude oils
    • June
    • R.B. Gharbi, and A.M. Elsharkawy Neural network model for estimating the PVT properties of Middle East crude oils SPE Reserv Eval Eng 2 3 1999 255 265 June
    • (1999) SPE Reserv Eval Eng , vol.2 , Issue.3 , pp. 255-265
    • Gharbi, R.B.1    Elsharkawy, A.M.2
  • 40
    • 0020802410 scopus 로고
    • Carbon dioxide flooding evaluation of high pour- point, paraffinic red wash reservoir oil
    • August
    • J.P. Frimodig, N.A. Reese, and C.A. Williams Carbon dioxide flooding evaluation of high pour- point, paraffinic red wash reservoir oil Soc Pet Eng J 1983 587 594 August
    • (1983) Soc Pet Eng J , pp. 587-594
    • Frimodig, J.P.1    Reese, N.A.2    Williams, C.A.3
  • 41
    • 0012195229 scopus 로고
    • Acid gases and their contribution to miscibility
    • April-June
    • H.A. Jacobson Acid gases and their contribution to miscibility J Can Pet Technol 1972 56 59 April-June
    • (1972) J Can Pet Technol , pp. 56-59
    • Jacobson, H.A.1
  • 45
    • 0032638628 scopus 로고    scopus 로고
    • Least squares support vector machine classifiers
    • J.A.K. Suykens, and J. Vandewalle Least squares support vector machine classifiers Neural Process Lett 9 3 1999 293 300
    • (1999) Neural Process Lett , vol.9 , Issue.3 , pp. 293-300
    • Suykens, J.A.K.1    Vandewalle, J.2
  • 47
    • 84879386932 scopus 로고    scopus 로고
    • Experimental study and modeling of ultrafiltration of refinery effluents using a hybrid intelligent approach
    • H. Fazeli, R. Soleimani, M.A. Ahmadi, R. Badrnezhad, and A.H. Mohammadi Experimental study and modeling of ultrafiltration of refinery effluents using a hybrid intelligent approach Energy Fuels 27 2013 3523 3537
    • (2013) Energy Fuels , vol.27 , pp. 3523-3537
    • Fazeli, H.1    Soleimani, R.2    Ahmadi, M.A.3    Badrnezhad, R.4    Mohammadi, A.H.5
  • 49
    • 84894239943 scopus 로고    scopus 로고
    • Evolving smart approach for determination dew point pressure through condensate gas reservoirs
    • M.A. Ahmadi, and M. Ebadi Evolving smart approach for determination dew point pressure through condensate gas reservoirs Fuel 117 Part B 2014 1074 1084
    • (2014) Fuel , vol.117 , pp. 1074-1084
    • Ahmadi, M.A.1    Ebadi, M.2
  • 50
    • 84908032511 scopus 로고    scopus 로고
    • A rigorous model to predict the amount of dissolved calcium carbonate concentration through oil field brines: Side effect of pressure and temperature
    • M.A. Ahmadi, A. Bahadori, and S.R. Shadizadeh A rigorous model to predict the amount of dissolved calcium carbonate concentration through oil field brines: side effect of pressure and temperature Fuel 139 2015 154 159
    • (2015) Fuel , vol.139 , pp. 154-159
    • Ahmadi, M.A.1    Bahadori, A.2    Shadizadeh, S.R.3
  • 51
    • 27744444218 scopus 로고    scopus 로고
    • 60 in various solvents based on a novel approach using a least-squares support vector machine
    • 60 in various solvents based on a novel approach using a least-squares support vector machine J Phys Chem B 109 43 2005 20565 20571
    • (2005) J Phys Chem B , vol.109 , Issue.43 , pp. 20565-20571
    • Liu, H.1    Yao, X.2    Zhang, R.3    Liu, M.4    Hu, Z.5    Fan, B.6
  • 52
    • 84908433237 scopus 로고    scopus 로고
    • Connectionist approach estimates gas-oil relative permeability in petroleum reservoirs: Application to reservoir simulation
    • M.A. Ahmadi Connectionist approach estimates gas-oil relative permeability in petroleum reservoirs: application to reservoir simulation Fuel 140C 2015 429 439
    • (2015) Fuel , vol.140 C , pp. 429-439
    • Ahmadi, M.A.1
  • 53
    • 84911051570 scopus 로고    scopus 로고
    • Connectionist model predicts porosity and permeability of petroleum reservoirs by means of petro-physical logs: Application of artificial intelligence
    • M.A. Ahmadi, M.R. Ahmadi, S.M. Hoseini, and M. Ebadi Connectionist model predicts porosity and permeability of petroleum reservoirs by means of petro-physical logs: application of artificial intelligence J Petrol Sci Eng 123C 2014 181 198
    • (2014) J Petrol Sci Eng , vol.123 C , pp. 181-198
    • Ahmadi, M.A.1    Ahmadi, M.R.2    Hoseini, S.M.3    Ebadi, M.4
  • 54
    • 84879070321 scopus 로고    scopus 로고
    • Evolving artificial neural network and imperialist competitive algorithm for prediction oil flow rate of the reservoir
    • M.A. Ahmadi, M. Ebadi, A. Shokrollahi, and S.M.J. Majidi Evolving artificial neural network and imperialist competitive algorithm for prediction oil flow rate of the reservoir Appl Soft Comput 13 2013 1085 1098
    • (2013) Appl Soft Comput , vol.13 , pp. 1085-1098
    • Ahmadi, M.A.1    Ebadi, M.2    Shokrollahi, A.3    Majidi, S.M.J.4
  • 56
    • 0142000477 scopus 로고    scopus 로고
    • Differential evolution; A simple and efficient heuristic for global optimization over continuous spaces
    • R. Storn, and K. Price Differential evolution; a simple and efficient heuristic for global optimization over continuous spaces J Glob Optimiz 11 4 1997 341 359
    • (1997) J Glob Optimiz , vol.11 , Issue.4 , pp. 341-359
    • Storn, R.1    Price, K.2
  • 57
    • 84991314234 scopus 로고    scopus 로고
    • Evolving connectionist model to monitor efficiency of the in-situ combustion process: Application to heavy oil recovery
    • M.A. Ahmadi, M. Masoumi, and R. Askarinezhad Evolving connectionist model to monitor efficiency of the in-situ combustion process: application to heavy oil recovery J Energy Technol 2 9-10 2014 811 818
    • (2014) J Energy Technol , vol.2 , Issue.910 , pp. 811-818
    • Ahmadi, M.A.1    Masoumi, M.2    Askarinezhad, R.3
  • 58
    • 84894666025 scopus 로고    scopus 로고
    • Evolving predictive model to determine condensate-to-gas ratio in retrograded condensate gas reservoirs
    • M.A. Ahmadi, M. Ebadi, P.S. Marghmaleki, and M.M. Fouladi Evolving predictive model to determine condensate-to-gas ratio in retrograded condensate gas reservoirs Fuel 124C 2014 241 257
    • (2014) Fuel , vol.124 C , pp. 241-257
    • Ahmadi, M.A.1    Ebadi, M.2    Marghmaleki, P.S.3    Fouladi, M.M.4
  • 59
    • 84886670551 scopus 로고    scopus 로고
    • Prediction breakthrough time of water coning in the fractured reservoirs by implementing low parameter support vector machine approach
    • M.A. Ahmadi, M. Ebadi, and S.M. Hosseini Prediction breakthrough time of water coning in the fractured reservoirs by implementing low parameter support vector machine approach J Fuel 117 2014 579 589
    • (2014) J Fuel , vol.117 , pp. 579-589
    • Ahmadi, M.A.1    Ebadi, M.2    Hosseini, S.M.3
  • 60
    • 0027719736 scopus 로고
    • Design applications of genetic algorithms
    • Society of Petroleum Engineers, Inc. Houston, Texas Copyright 1993
    • E.R. Jefferys Design applications of genetic algorithms SPE annual technical conference and exhibition 1993 Society of Petroleum Engineers, Inc. Houston, Texas Copyright 1993
    • (1993) SPE Annual Technical Conference and Exhibition
    • Jefferys, E.R.1
  • 61
    • 0035517544 scopus 로고    scopus 로고
    • Using genetic algorithms for reservoir characterisation
    • C.E. Romero, and J.N. Carter Using genetic algorithms for reservoir characterisation J Petrol Sci Eng 31 2-4 2001 113 123
    • (2001) J Petrol Sci Eng , vol.31 , Issue.24 , pp. 113-123
    • Romero, C.E.1    Carter, J.N.2
  • 62
    • 84907994620 scopus 로고    scopus 로고
    • Recovery rate of vapor extraction in heavy oil reservoirs: Experimental, statistical, and modeling studies
    • M.A. Ahmadi, S. Zendehboudi, A. Bahadori, A. Lohi, A. Elkamel, and I. Chatzis Recovery rate of vapor extraction in heavy oil reservoirs: experimental, statistical, and modeling studies Indust Eng Chem Res 2014 10.1021/ie502475t
    • (2014) Indust Eng Chem Res
    • Ahmadi, M.A.1    Zendehboudi, S.2    Bahadori, A.3    Lohi, A.4    Elkamel, A.5    Chatzis, I.6
  • 63
    • 84907835077 scopus 로고    scopus 로고
    • Phase equilibrium modeling of clathrate hydrates of carbon dioxide + 1,4-dioxine using intelligent approaches
    • M.A. Ahmadi, M. Ebadi, A. Samadi, and M.Z. Siuki Phase equilibrium modeling of clathrate hydrates of carbon dioxide + 1,4-dioxine using intelligent approaches J Disper Sci Technol 36 02 2015 236 244
    • (2015) J Disper Sci Technol , vol.36 , Issue.2 , pp. 236-244
    • Ahmadi, M.A.1    Ebadi, M.2    Samadi, A.3    Siuki, M.Z.4
  • 64
    • 84862657925 scopus 로고    scopus 로고
    • Prediction of condensate-to-gas ratio for retrograde gas condensate reservoirs using artificial neural network with particle swarm optimization
    • S. Zendehboudi, M.A. Ahmadi, L. James, and I. Chatzis Prediction of condensate-to-gas ratio for retrograde gas condensate reservoirs using artificial neural network with particle swarm optimization Energy Fuels 26 2012 3432 3447
    • (2012) Energy Fuels , vol.26 , pp. 3432-3447
    • Zendehboudi, S.1    Ahmadi, M.A.2    James, L.3    Chatzis, I.4
  • 65
    • 84866630819 scopus 로고    scopus 로고
    • New approach for prediction of asphaltene precipitation due to natural depletion by using evolutionary algorithm concept
    • M.A. Ahmadi, and S.R. Shadizadeh New approach for prediction of asphaltene precipitation due to natural depletion by using evolutionary algorithm concept J Fuel 102 2012 716 723
    • (2012) J Fuel , vol.102 , pp. 716-723
    • Ahmadi, M.A.1    Shadizadeh, S.R.2
  • 66
    • 84897965208 scopus 로고    scopus 로고
    • Estimation of breakthrough time for water coning in fractured systems: Experimental study and connectionist modeling
    • S. Zendehboudi, M.A. Ahmadi, A. Bahadori, A. Lohi, A. Elkamel, and I. Chatzis Estimation of breakthrough time for water coning in fractured systems: experimental study and connectionist modeling AICHE J 60 5 2014 1905 1919
    • (2014) AICHE J , vol.60 , Issue.5 , pp. 1905-1919
    • Zendehboudi, S.1    Ahmadi, M.A.2    Bahadori, A.3    Lohi, A.4    Elkamel, A.5    Chatzis, I.6
  • 67
    • 84911414082 scopus 로고    scopus 로고
    • Robust intelligent tool for estimation dew point pressure in retrograded condensate gas reservoirs: Application of particle swarm optimization
    • M.A. Ahmadi, M. Ebadi, and A. Yazdanpanah robust intelligent tool for estimation dew point pressure in retrograded condensate gas reservoirs: application of particle swarm optimization J Petrol Sci Eng 123C 2014 5 17
    • (2014) J Petrol Sci Eng , vol.123 C , pp. 5-17
    • Ahmadi, M.A.1    Ebadi, M.2    Yazdanpanah, A.3
  • 68
    • 84906541000 scopus 로고    scopus 로고
    • A computational intelligence scheme for prediction equilibrium water dew point of natural gas in TEG dehydration systems
    • M.A. Ahmadi, R. Soleimani, and A. Bahadori A computational intelligence scheme for prediction equilibrium water dew point of natural gas in TEG dehydration systems Fuel 137 2014 145 154
    • (2014) Fuel , vol.137 , pp. 145-154
    • Ahmadi, M.A.1    Soleimani, R.2    Bahadori, A.3
  • 69
    • 84868305016 scopus 로고    scopus 로고
    • Neural network based swarm concept for prediction asphaltene precipitation due natural depletion
    • M.A. Ahmadi, and M. Golshadi Neural network based swarm concept for prediction asphaltene precipitation due natural depletion J Petrol Sci Eng 98-99 November 2012 40 49
    • (2012) J Petrol Sci Eng , vol.98-99 , pp. 40-49
    • Ahmadi, M.A.1    Golshadi, M.2
  • 70
    • 84876168452 scopus 로고    scopus 로고
    • Reservoir permeability prediction by neural networks combined with hybrid genetic algorithm and particle swarm optimization
    • M.A. Ahmadi, S. Zendehboudi, A. Lohi, A. Elkamel, and I. Chatzis Reservoir permeability prediction by neural networks combined with hybrid genetic algorithm and particle swarm optimization Geophys Prospect 61 2013 582 598
    • (2013) Geophys Prospect , vol.61 , pp. 582-598
    • Ahmadi, M.A.1    Zendehboudi, S.2    Lohi, A.3    Elkamel, A.4    Chatzis, I.5
  • 71
    • 84863733018 scopus 로고    scopus 로고
    • Prediction of asphaltene precipitation using artificial neural network optimized by imperialist competitive algorithm
    • M.A. Ahmadi Prediction of asphaltene precipitation using artificial neural network optimized by imperialist competitive algorithm J Petrol Explor Prod Technol 1 2011 99 106
    • (2011) J Petrol Explor Prod Technol , vol.1 , pp. 99-106
    • Ahmadi, M.A.1
  • 72
    • 84877070614 scopus 로고    scopus 로고
    • Thermodynamic investigation of asphaltene precipitation during primary oil production: Laboratory and smart technique
    • S. Zendehboudi, M.A. Ahmadi, O. Mohammadzadeh, A. Bahadori, and I. Chatzis Thermodynamic investigation of asphaltene precipitation during primary oil production: laboratory and smart technique Ind Eng Chem Res 52 2013 6009 6031
    • (2013) Ind Eng Chem Res , vol.52 , pp. 6009-6031
    • Zendehboudi, S.1    Ahmadi, M.A.2    Mohammadzadeh, O.3    Bahadori, A.4    Chatzis, I.5
  • 73
    • 0033742009 scopus 로고    scopus 로고
    • An ANOVA test for the equivalency of means under unequal variances
    • S.-Y. Chen, H.J. Chen, and C.G. Ding An ANOVA test for the equivalency of means under unequal variances Comput Statist Data Anal 33 2 2000 151 175
    • (2000) Comput Statist Data Anal , vol.33 , Issue.2 , pp. 151-175
    • Chen, S.-Y.1    Chen, H.J.2    Ding, C.G.3


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