Oil Well Placement Optimization using Niche Particle Swarm Optimization

被引:10
作者
Cheng, Guojian [1 ]
An, Yao [1 ]
Wang, Zhe [2 ]
Zhu, Kai [3 ]
机构
[1] Xian Shiyou Univ, Sch Comp Sci, Xian, Peoples R China
[2] Edinburgh Napier Univ, Sch Comp, Edinburgh, Midlothian, Scotland
[3] Univ Pacif, 3School Engn & Comp Sci, Stockton, CA USA
来源
PROCEEDINGS OF THE 2012 EIGHTH INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND SECURITY (CIS 2012) | 2012年
基金
美国国家科学基金会;
关键词
Niche particle swarm optimization; Oil well placement; Combinatorial optimization;
D O I
10.1109/CIS.2012.22
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A challenging problem in oil field development project is the optimization of multi-wells placement because of the increasing in optimization variable quantities and searching space size. To overcome the limitation of traditional optimization with strict definitive objective function, a new method based on Niche Particle Swarm Optimization (NPSO) is proposed in this paper for oil field development project. The new algorithm has no restrictions on the continuity and differentiable requirement for the objective function. It also can handle the combinatorial optimization problems with large numbers of multi-dimensional variable. This algorithm is applied to optimize the multi-well placement in oil field development with the optimized object to maximize the cumulative production. This can provide the reservoir engineers a new idea and methodology for oil well placement optimization. The experimental results show that NPSO algorithm is an effective and outperformance method in resolving optimization problem by using multi-dimensional variables specification to optimize the multi-well placement in oilfields.
引用
收藏
页码:61 / 64
页数:4
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