A novel hybrid differential evolution and particle swarm optimization algorithm for unconstrained optimization

被引:89
作者
Zhang, Changsheng [1 ]
Ning, Jiaxu
Lu, Shuai [1 ]
Ouyang, Dantong [1 ]
Ding, Tienan [1 ]
机构
[1] Minist Educ, Key Lab Symbol Computat & Knowledge Engn, Changchun 130012, Peoples R China
关键词
Particle swarm optimization; Unconstrained optimization; Differential evolution algorithm; GLOBAL OPTIMIZATION; GENETIC ALGORITHM; SIMPLEX SEARCH; TABU SEARCH; PRINCIPLES;
D O I
10.1016/j.orl.2008.12.008
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
An algorithm called DE-PSO is proposed which incorporates concepts from DE and PSO, updating particles not only by DE operators but also by mechanisms of PSO. The proposed algorithm is tested on several benchmark functions. Numerical comparisons with different hybrid meta-heuristics demonstrate its effectiveness and efficiency. (C) 2009 Elsevier B.V. All rights reserved.
引用
收藏
页码:117 / 122
页数:6
相关论文
共 33 条
[1]   Population set-based global optimization algorithms:: some modifications and numerical studies [J].
Ali, MM ;
Törn, A .
COMPUTERS & OPERATIONS RESEARCH, 2004, 31 (10) :1703-1725
[3]   Ant colony optimization: Introduction and recent trends [J].
Blum, Christian .
PHYSICS OF LIFE REVIEWS, 2005, 2 (04) :353-373
[4]   A hybrid method combining continuous tabu search and Nelder-Mead simplex algorithms for the global optimization of multiminima functions [J].
Chelouah, R ;
Siarry, P .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2005, 161 (03) :636-654
[5]   Genetic and Nelder-Mead algorithms hybridized for a more accurate global optimization of continuous multiminima functions [J].
Chelouah, R ;
Siarry, P .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2003, 148 (02) :335-348
[6]   Tabu Search applied to global optimization [J].
Chelouah, R ;
Siarry, P .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2000, 123 (02) :256-270
[7]   A continuous genetic algorithm designed for the global optimization of multimodal functions [J].
Chelouah, R ;
Siarry, P .
JOURNAL OF HEURISTICS, 2000, 6 (02) :191-213
[8]  
Eberhart RC, 2000, IEEE C EVOL COMPUTAT, P84, DOI 10.1109/CEC.2000.870279
[9]   A hybrid simplex search and particle swarm optimization for unconstrained optimization [J].
Fan, Shu-Kai S. ;
Zahara, Erwie .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2007, 181 (02) :527-548
[10]   Hybrid simplex search and particle swarm optimization for the global optimization of multimodal functions [J].
Fan, SKS ;
Liang, YC ;
Zahara, E .
ENGINEERING OPTIMIZATION, 2004, 36 (04) :401-418