A review on optimization algorithms and surrogate models for reservoir automatic history matching

Zhao, Yulong; Luo, Ruike; Li, Longxin; Zhang, Ruihan; Zhang, Deliang; Zhang, Tao; Xie, Zehao; Luo, Shangui; Zhang, Liehui

doi:10.1016/j.geoen.2023.212554

Geoenergy Science and Engineering

2024

DOI: 10.1016/j.geoen.2023.212554

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A review on optimization algorithms and surrogate models for reservoir automatic history matching

Yulong Zhao,

Ruike Luo,

Longxin Li

et al.

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Cited by 3 publications

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Numerical simulation of CO₂ enhanced condensate gas recovery: A case study in pen 5 gas reservoir

Wu,

Li,

Zhang

et al. 2024

Engineering Reports

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CO2 flooding is an effective technology for suppling condensate gas reservoir pressure and mitigating global warming. In this study, numerical simulation studies have been conducted to enhance gas recovery in Pen5 condensate gas reservoir using CO2 flooding. Pen5 reservoir has lasted 20 years of primary depletion, which affected by water invasion and retrograde condensation. In numerical simulation study, the GEM module is applied to implement history‐matching of production data, and good agreement has been achieved. Based on comprehensive geological understanding, production dynamics, and numerical simulation techniques, areas with minimal impact from water invasion and retrograde condensation contamination have been delineated. The comparison between continued depletion and the implementation of CO2 injection as a replacement technology in favorable areas has demonstrated the feasibility of CO2 flooding development in these regions. The analysis of the advantages and disadvantages of using miscible flooding and immiscible flooding was conducted, and the optimal development well pattern was evaluated. In the end, the plan of CO2 flooding of Pen5 reservoir has been designed and the gas production rate in the next 10 years has been predicted. The research findings of this study have reference significance for the practical application of CO2 flooding in developing condensate gas reservoirs.

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Numerical simulation of CO₂ enhanced condensate gas recovery: A case study in pen 5 gas reservoir

Wu,

Li,

Zhang

et al. 2024

Engineering Reports

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A survey on multi-objective, model-based, oil and gas field development optimization: current status and future directions

Rostamian,

de Moraes,

Schiozer

et al. 2024

Petroleum Science

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Balancing conflicting objectives in pre-salt reservoir development: A robust multi-objective optimization framework

Rostamian,

Malekabadi,

De Souda Miranda

et al. 2025

Unconventional Resources

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A review on optimization algorithms and surrogate models for reservoir automatic history matching

Cited by 3 publications

References 138 publications

Numerical simulation of CO₂ enhanced condensate gas recovery: A case study in pen 5 gas reservoir

Numerical simulation of CO₂ enhanced condensate gas recovery: A case study in pen 5 gas reservoir

A survey on multi-objective, model-based, oil and gas field development optimization: current status and future directions

Balancing conflicting objectives in pre-salt reservoir development: A robust multi-objective optimization framework

Contact Info

Product

Resources

About

A review on optimization algorithms and surrogate models for reservoir automatic history matching

Cited by 3 publications

References 138 publications

Numerical simulation of CO2 enhanced condensate gas recovery: A case study in pen 5 gas reservoir

Numerical simulation of CO2 enhanced condensate gas recovery: A case study in pen 5 gas reservoir

A survey on multi-objective, model-based, oil and gas field development optimization: current status and future directions

Balancing conflicting objectives in pre-salt reservoir development: A robust multi-objective optimization framework

Contact Info

Product

Resources

About

Numerical simulation of CO₂ enhanced condensate gas recovery: A case study in pen 5 gas reservoir

Numerical simulation of CO₂ enhanced condensate gas recovery: A case study in pen 5 gas reservoir