A Hybrid Swarm Intelligent Method Based on Genetic Algorithm and Artificial Bee Colony

被引:0
作者
Zhao, Haiyan [2 ]
Pei, Zhili [2 ,3 ]
Jiang, Jingqing [2 ]
Guan, Renchu [1 ]
Wang, Chaoyong [4 ]
Shi, Xiaohu [1 ,5 ]
机构
[1] Jilin Univ, Coll Comp Sci & Technol, Changchun 130012, Jilin, Peoples R China
[2] Inner Mongolia Univ Natl, Coll Comp Sci Technol, Tongliao 028043, Peoples R China
[3] Jilin Univ, Math Sch Inst, Changchun 130012, Peoples R China
[4] Jilin Teachers Inst Engn Technol, Sch Appl Sci, Changchun 130052, Peoples R China
[5] Nanjing Univ, State Key Lab Novel Software Technol, Nanjing 210093, Peoples R China
来源
ADVANCES IN SWARM INTELLIGENCE, PT 1, PROCEEDINGS | 2010年 / 6145卷
基金
中国国家自然科学基金;
关键词
Swami intelligence; artificial bee colony; genetic algorithm; optimization problem; OPTIMIZATION ALGORITHM;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
By integrating artificial bee colony and genetic algorithm, a novel hybrid swarm intelligent approach is proposed in this paper The main idea of the approach is to obtain the parallel computation merit of GA and the speed and self-improvement merits of ABC by sharing in between GA population and bee colony To exam the proposed method, it is applied to 4 benchmark functions for different dimensions For comparison, simple GA and ABC methods are also executed Numerical results show that the proposed hybrid swarm intelligent method is effective, and the precision could be improved
引用
收藏
页码:558 / +
页数:2
相关论文
共 16 条
[1]  
[Anonymous], 2006, IEEE SWARM INT S 200
[2]  
BONABEAU E, 1999, SWAIM INTELLIGENCE N
[3]   A bee colony optimization algorithm to job shop scheduling [J].
Chong, Chin Soon ;
Low, Malcolm Yoke Hean ;
Sivakumar, Appa Iyer ;
Gay, Kbeng Leng .
PROCEEDINGS OF THE 2006 WINTER SIMULATION CONFERENCE, VOLS 1-5, 2006, :1954-+
[4]  
DONGO M, 1992, THESIS POLITECNICO M, V140
[5]   Application of honey-bee mating optimization algorithm on clustering [J].
Fathian, Mohammad ;
Amiri, Babak ;
Maroosi, Ali .
APPLIED MATHEMATICS AND COMPUTATION, 2007, 190 (02) :1502-1513
[6]  
Golberg D. E., 1989, GENETIC ALGORITHMS S, V1989, P36
[7]  
Holland J.H., 1992, Adaptation in Natural and Artificial Systems: An Introductory Analysis with Applications to Biology, Control and Artificial Intelligence
[8]   Structural inverse analysis by hybrid simplex artificial bee colony algorithms [J].
Kang, Fei ;
Li, Junjie ;
Xu, Qing .
COMPUTERS & STRUCTURES, 2009, 87 (13-14) :861-870
[9]   On the performance of artificial bee colony (ABC) algorithm [J].
Karaboga, D. ;
Basturk, B. .
Applied Soft Computing Journal, 2008, 8 (01) :687-697
[10]  
KARABOGA D, 2005, TR06 FAC U COMP ENG