Pumped-storage scheduling using evolutionary particle swarm optimization

被引:47
作者
Chen, Po-Hung [1 ]
机构
[1] St Johns Univ, Dept Elect Engn, Taipei 25135, Taiwan
关键词
evolutionary particle swarm optimization (EPSO); hydrothermal coordination; pumped storage (P/S);
D O I
10.1109/TEC.2007.914312
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
This paper presents new solution algorithms based on an evolutionary particle swarm optimization (EPSO) for solving the pumped-storage (P/S) scheduling problem. The proposed EPSO approach combines a basic particle swarm optimization (PSO) with binary encoding/decoding techniques as well as a mutation operation. The binary encoding/decoding techniques are adopted to model the discrete characteristics of a P/S plant. The mutation operation is applied to accelerate convergence and escape local optimums. The optimal generation schedules for both P/S and thermal units are concurrently obtained within the evolutionary. process of a scoring function. Therefore, hydrothermal iteration is no longer needed. The proposed approach is applied with great success to an actual utility system consisting of four P/S units and 34 thermal units. Experimental results indicate the attractive properties of the EPSO approach in a practical application, namely, a highly optimal solution and robust convergence behavior.
引用
收藏
页码:294 / 301
页数:8
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