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

delete2004-05-01
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I. G. Damousis *
A
Anastasios G. Bakirtzis
P
P.S. Dokopoulos
DOI:10.1109/TPWRS.2003.821625delete
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Abstract

Abstract

En 中文
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.
Keywords:
generation scheduling
genetic algorithm
unit commitment
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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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