Journal of Petroleum Science & Engineering2022,Vol.2088.DOI:10.1016/j.petrol.2021.109692

Accelerating reservoir production optimization by combining reservoir engineering method with particle swarm optimization algorithm

Zhibin An Kang Zhou Jian Hou
Journal of Petroleum Science & Engineering2022,Vol.2088.DOI:10.1016/j.petrol.2021.109692

Accelerating reservoir production optimization by combining reservoir engineering method with particle swarm optimization algorithm

Zhibin An 1Kang Zhou 2Jian Hou1
扫码查看

作者信息

  • 1. Key Laboratory of Unconventional Oil & Gas Development (China University of Petroleum (East China)), Ministry of Education, Qingdao, 266580, PR China
  • 2. College of Energy and Mining Engineering, Shandong University of Science and Technology, Qingdao, 266590, PR China
  • 折叠

Abstract

Generally, the optimization of injection and production parameters in oilfields are carried out by using reservoir engineering method or mathematical algorithm individually, which limits the optimization efficiency and accuracy. To deal with this problem, the paper tries to improve production optimization performance by introducing reservoir engineering method into conventional particle swarm optimization (PSO) in three ways: the preprocessing result by reservoir engineering method is used respectively as population initialization, the search space constraint and the particle velocity guide item in PSO. Results show that all the three improved optimization methods can speed up the convergence rate of PSO algorithm while keeping similar convergence results at the same time. Furthermore, the use of the reservoir engineering preprocessing scheme as the search space constraint obtains the best convergence performance and reduces the iteration calculations by 24.14%, providing an effective way to reduce calculation cost for reservoir production optimization in commercial oilfields.

Key words

Reservoir production optimization/Reservoir engineering method/Particle swarm optimization algorithm/Improved optimization method

引用本文复制引用

出版年

2022
Journal of Petroleum Science & Engineering

Journal of Petroleum Science & Engineering

ISSN:0920-4105
被引量3
参考文献量24
段落导航相关论文