A solution to the unit-commitment problem using integer-coded genetic algorithm

被引:288
作者
Damousis, IG [1 ]
Bakirtzis, AG [1 ]
Dokopoulos, PS [1 ]
机构
[1] Aristotle Univ Thessaloniki, Elect Power Syst Lab, Dept Elect & Comp Engn, Hellas 54006, Greece
关键词
generation scheduling; genetic algorithm; unit commitment;
D O I
10.1109/TPWRS.2003.821625
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 a new solution to the thermal unit-commitment (UC) problem based on an integer-coded genetic algorithm (GA). The GA chromosome consists of a sequence of alternating sign integer numbers representing the sequence of opera-tion/reservation times of the generating units. The proposed coding achieves significant chromosome size reduction compared to the usual binary coding. As a result, algorithm robustness and execution time are improved. In addition, generating unit minimum up and minimum downtime constraints are directly coded in the chromosome, thus avoiding the use of many penalty functions that usually distort the search space. Test results with systems of up to 100 units and 24-h scheduling horizon are presented.
引用
收藏
页码:1165 / 1172
页数:8
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