An adaptive hybrid differential evolution algorithm for dynamic economic dispatch with valve-point effects

被引:89
|
作者
Lu, Youlin [1 ]
Zhou, Jianzhong [1 ]
Qin, Hui [1 ]
Li, Yinghai [1 ]
Zhang, Yongchuan [1 ]
机构
[1] Huazhong Univ Sci & Technol, Sch Hydropower & Informat Engn, Wuhan 430074, Peoples R China
基金
中国国家自然科学基金;
关键词
Dynamic economic dispatch; Differential evolution algorithm; Adaptive; Local random search; Constraint handle; PARTICLE SWARM OPTIMIZATION; POWER-SYSTEMS; GENETIC ALGORITHM; LOAD DISPATCH; GENERATORS; PSO; SQP;
D O I
10.1016/j.eswa.2009.12.031
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The dynamic economic dispatch (DED) is a complicated nonlinear dynamic constrained problem which occupies an important role in the economic operation of power system. An adaptive hybrid differential evolution algorithm (AHDE) is proposed in this paper to solve DED problem. In the proposed algorithm, an adaptive dynamic parameter control mechanism is adopted to obtain parameter settings in differential evolution algorithm (DE). Moreover, a local random search (LRS) operator is integrated with DE to avoid premature convergence. In view of the difficulties of handling the complicated constraints of DED problem, a new heuristic constraints handling method which does not require penalty factor settings is presented. The feasibility and effectiveness of the proposed method is demonstrated for an application example. Compared with other algorithms, AHDE can find the global optimum dispatch result with a shorter computational time along with higher effectiveness and robustness. (C) 2009 Elsevier Ltd. All rights reserved.
引用
收藏
页码:4842 / 4849
页数:8
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