Accelerating adaptive trade-off model using shrinking space technique for constrained evolutionary optimization

被引:45
|
作者
Wang, Yong [1 ]
Cai, Zixing [1 ]
Zhou, Yuren [2 ]
机构
[1] Cent S Univ, Sch Informat Sci & Engn, Changsha 410083, Hunan, Peoples R China
[2] S China Univ Technol, Sch Engn & Comp Sci, Guangzhou 516040, Guangdong, Peoples R China
基金
中国国家自然科学基金;
关键词
constrained optimization problem; constraint-handling technique; adaptive trade-off model; shrinking space technique; PARTICLE SWARM OPTIMIZATION; DESIGN OPTIMIZATION; ALGORITHMS;
D O I
10.1002/nme.2451
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Adaptive trade-off model (ATM) is a constraint-handling mechanism proposed recently. The main advantages of this model are it, simplicity and adaptation, Moreover, it can be easily embedded into evolutionary algorithms for solving constrained optimization problems. This paper proposes a novel method for constrained optimization, which aims at accelerating the ATM using shrinking space technique. Eighteen benchmark test functions and five engineering design problems are used to test the performance of the method proposed. Experimental results suggest that combining the ATM with the shrinking space technique is very beneficial. The method proposed can promptly converge to competitive results without loss of the quality and the precision of the final results. Performance comparisons with some other state-of-the-art approaches from the literature are also presented. Copyright (C) 2008 John Wiley & Sons, Ltd.
引用
收藏
页码:1501 / 1534
页数:34
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