A parallel genetic algorithm approach to solving the unit commitment problem: Implementation on the transputer networks

被引:53
作者
Yang, HT [1 ]
Yang, PC [1 ]
Huang, CL [1 ]
机构
[1] NATL CHENG KUNG UNIV,DEPT ELECT ENGN,TAINAN 701,TAIWAN
关键词
unit commitment; combinatorial optimization; parallel genetic algorithm; transputer network;
D O I
10.1109/59.589638
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
Through a constraint handling technique, this paper proposes a parallel genetic algorithm (GA) approach to solving the thermal unit commitment (UC) problem. The developed algorithm is implemented on an eight-processor transputer network, processors of which are arranged in master-slave and dual-direction ring structures, respectively. The proposed approach has been tested on a 38-unit thermal power system over a 24-hour period. Speed-up and efficiency for each topology with different number of processor are compared to those of the sequential GA approach. The proposed topology of dual-direction ring is shown to be well amenable to parallel implementation of the GA for the UC problem.
引用
收藏
页码:661 / 668
页数:8
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