Parameter-setting-free harmony search algorithm

被引:162
作者
Geem, Zong Woo [1 ]
Sim, Kwee-Bo [2 ]
机构
[1] Johns Hopkins Univ, Environm Planning & Management Program, Clarksburg, MD 20871 USA
[2] Chung Ang Univ, Sch Elect & Elect, Seoul 156756, South Korea
关键词
Harmony search; Parameter-setting-free technique; Phenomenon-mimicking algorithms; DESIGN; OPTIMIZATION;
D O I
10.1016/j.amc.2010.09.049
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Various phenomenon-mimicking algorithms, such as genetic algorithm, simulated annealing, tabu search, ant colony optimization, and particle swarm optimization, have their own algorithm parameters. These parameters need to be skillfully assigned in order to obtain good results. It is burdensome, especially to novice users, to assign these parameters. The same is true for the harmony search algorithm which was inspired by music performance. Thus, this study proposes a novel technique to eliminate tedious and experience-requiring parameter assigning efforts. The new parameter-setting-free (PSF) technique which this study suggests contains one additional matrix which contains an operation type (random selection, memory consideration, or pitch adjustment) for every variable in harmony memory. Three examples illustrate that the PSF technique can find good solutions robustly. (C) 2010 Elsevier Inc. All rights reserved.
引用
收藏
页码:3881 / 3889
页数:9
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