An effective differential harmony search algorithm for the solving non-convex economic load dispatch problems

被引:155
作者
Wang, Ling [1 ]
Li, Ling-po [1 ]
机构
[1] Tsinghua Univ, Dept Automat, Tsinghua Natl Lab Informat Sci & Technol TNList, Beijing 100084, Peoples R China
基金
美国国家科学基金会;
关键词
Economic load dispatch problem; Harmony search; Differential evolution; Constraint handling; PARTICLE SWARM OPTIMIZATION; EVOLUTIONARY PROGRAMMING TECHNIQUES; BIOGEOGRAPHY-BASED OPTIMIZATION; PROHIBITED OPERATING ZONES; GENETIC ALGORITHM; POWER-SYSTEMS; TABU SEARCH; PSO;
D O I
10.1016/j.ijepes.2012.08.021
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
Solving the non-convex economic load dispatch (ELD) problem with evolutionary algorithms has gained increasing research in recent years. In this paper, a differential harmony search (DHS) algorithm is proposed by combining the mechanisms of both differential evolution and harmony search. In the DHS, the pitch adjustment operation is cooperated with the different mutation operation to enhance the exploitation ability of harmony search, and both the memory consideration and the pitch adjustment are used to enhance the exploration ability of evolution search. In addition, a repair procedure and three simple selection rules are proposed for constraint handling. Numerical simulations are carried out based on different kinds of testing problems with various constraints including valve point effects, multi-fuels, ramp rate limit and prohibited operation zones. Simulation results and comparisons with the some existing algorithms demonstrate the effectiveness, efficiency and robustness of the proposed DHS algorithm. Finally, the effect of parameter setting on the OHS is investigated as well. (C) 2012 Elsevier Ltd. All rights reserved.
引用
收藏
页码:832 / 843
页数:12
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