A parallel genetic algorithm for generation expansion planning

被引:75
作者
Fukuyama, Y [1 ]
Chiang, HD [1 ]
机构
[1] CORNELL UNIV,SCH ELECT ENGN,ITHACA,NY 14853
关键词
generation expansion planning; combinatorial optimization; parallel genetic algorithm; parallel computation; multi-processors;
D O I
10.1109/59.496180
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper presents an application of parallel genetic algorithm to optimal long-range generation expansion planning. The problem is formulated as a combinatorial optimization problem that determines the number of newly introduced generation units of each technology during different time intervals. A new string representation method for the problem is presented. Binary and decimal coding for the string representation method are compared. The method is implemented on transputers, one of the practical multi-processors. The effectiveness of the proposed method is demonstrated on a typical generation expansion problem with four technologies, five intervals, and a various number of generation units. It is compared favorably with dynamic programming and conventional genetic algorithm. The results reveal the speed and effectiveness of the proposed method for solving this problem.
引用
收藏
页码:955 / 961
页数:7
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