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A parallel genetic algorithm for generation expansion planning

delete1996-05-01
delete85
PRE
AI
Y
Yoshikazu Fukuyama *
H
Hsaio-Dong Chiang
DOI:10.1109/59.496180delete
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Abstract

Abstract

En 中文
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.
Keywords:
generation expansion planning
combinatorial optimization
parallel genetic algorithm
parallel computation
multi-processors
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Journal

IEEE Transactions on Power Systems cover
IEEE Transactions on Power Systems
IF:
7.2
Papers:
1.1W
Citations:
5.0W

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