Improved quantum-inspired evolutionary algorithm with diversity information applied to economic dispatch problem with prohibited operating zones

被引:38
作者
Vianna Neto, Julio Xavier [2 ]
de Andrade Bernert, Diego Luis [1 ]
Coelho, Leandro dos Santos [1 ]
机构
[1] Pontificial Catholic Univ Parana, PUCPR, Ind & Syst Engn Grad Program, LAS,PPGEPS, Imaculada Conceicao 1155, BR-80215901 Curitiba, Parana, Brazil
[2] Pontificial Catholic Univ Parana, PUCPR, Undergrad Program Mechatron Engn, BR-80215901 Curitiba, Parana, Brazil
关键词
Economic dispatch; Thermal units; Electrical energy; Optimization; Evolutionary algorithms; Quantum computing; PARTICLE SWARM OPTIMIZATION; DIFFERENTIAL EVOLUTION; LOAD DISPATCH; NUMERICAL OPTIMIZATION; GENERATORS; MECHANICS; SEARCH;
D O I
10.1016/j.enconman.2010.05.023
中图分类号
O414.1 [热力学];
学科分类号
摘要
The objective of the economic dispatch problem (EDP) of electric power generation, whose characteristics are complex and highly nonlinear, is to schedule the committed generating unit outputs so as to meet the required load demand at minimum operating cost while satisfying all unit and system equality and inequality constraints. Recently, as an alternative to the conventional mathematical approaches, modern meta-heuristic optimization techniques have been given much attention by many researchers due to their ability to find an almost global optimal solution in EDPs. Research on merging evolutionary computation and quantum computation has been started since late 1990. Inspired on the quantum computation, this paper presented an improved quantum-inspired evolutionary algorithm (IQEA) based on diversity information of population. A classical quantum-inspired evolutionary algorithm (QEA) and the IQEA were implemented and validated for a benchmark of EDP with 15 thermal generators with prohibited operating zones. From the results for the benchmark problem, it is observed that the proposed IQEA approach provides promising results when compared to various methods available in the literature. (C) 2010 Elsevier Ltd. All rights reserved.
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页码:8 / 14
页数:7
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