TY - CHAP
T1 - DEVELOPMENT OF ACCURATE MODELS FOR ESTIMATION OF PURE CO2-OIL MINIMUM MISCIBILITY PRESSURE BASED ON ARTIFICIAL INTELLIGENCE METHODS
AU - Al-Hinai, Khalid
AU - Vakili-Nezhaad, G. Reza
AU - Al-Bemani, Ali S.
AU - Mamghaderi, Azadeh
N1 - Publisher Copyright:
© 2019 by Nova Science Publishers, Inc. All rights reserved.
PY - 2019/1/1
Y1 - 2019/1/1
N2 - Design of CO2 miscible flooding for enhanced oil recovery depends on CO2-oil Minimum Miscibility Pressure (MMP) which is determined either experimentally or by analytical methods. Some efforts are recently conducted to calculate MMP based on Artificial Intelligence (AI) methods. In this chapter, an Artificial Neural Network (ANN) is developed to predict the CO2-oil MMP in the case of pure CO2 injection, and a previous Genetic Algorithm (GA) method is improved by using Particle Swarm Optimization (PSO) method. Analysis of the results shows that the ANNbased model yields a better match with the experimental data.
AB - Design of CO2 miscible flooding for enhanced oil recovery depends on CO2-oil Minimum Miscibility Pressure (MMP) which is determined either experimentally or by analytical methods. Some efforts are recently conducted to calculate MMP based on Artificial Intelligence (AI) methods. In this chapter, an Artificial Neural Network (ANN) is developed to predict the CO2-oil MMP in the case of pure CO2 injection, and a previous Genetic Algorithm (GA) method is improved by using Particle Swarm Optimization (PSO) method. Analysis of the results shows that the ANNbased model yields a better match with the experimental data.
KW - Artificial neural network
KW - Minimum miscibility pressure
KW - Particle swarm optimization
KW - Pure CO injection
KW - Rising bubble apparatus
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M3 - Chapter
AN - SCOPUS:85135314100
SN - 9781536148442
SP - 129
EP - 145
BT - Computer Science Advances
PB - Nova Science Publishers, Inc.
ER -