A cooperative co-evolutionary particle swarm optimization algorithm based on niche sharing scheme for function optimization

被引：0

作者：

Chen Q. ^{[1
]}

Binjiao ^{[2
]}

Yan S. ^{[3
]}

机构：

[1] Electronic Information School, Shanghai DianJi University, Min Hang District, Shanghai 200240, No. 690, Jiang Chuan Rd.

[2] Electric School, Shanghai DianJi University, Min Hang District, Shanghai 200240, No. 690, Jiang Chuan Rd.

[3] School of Information Science and Engineering, East China University of Science and Technology, Shanghai 200370, No. 130, Mei Long Rd.

来源：

Advances in Intelligent and Soft Computing | 2011年 / 105卷

关键词：

Cooperative Co-evolutionary approach; Function Optimization; Niche Sharing Scheme; Particle swarm optimization;

D O I：

10.1007/978-3-642-23756-0_55

中图分类号：

学科分类号：

摘要：

This paper proposes a novel cooperative co-evolutionary particle swarm optimization algorithm combined with niche sharing scheme to solve function optimization problem. As the core of this algorithm, niche sharing scheme strengthens diversity of population and improves the quality of individuals. In the experiment, eight benchmark functions are selected to evaluate the performance of the novel algorithm. The simulation shows that NCPSO algorithm finds the better solutions for every function than that by PSO and CPSO. Therefore, NCPSO is a more effective and efficient algorithm in comparison with PSO and CPSO. © 2011 Springer-Verlag Berlin Heidelberg.

引用

页码：339 / 345

页数：6

共 50 条

[1] A Cooperative Co-evolutionary Particle Swarm Optimization Algorithm Based on Niche Sharing Scheme for Function Optimization
Chen, Qunxian
BinJiao
Yan, Shaobin
ADVANCES IN COMPUTER SCIENCE, INTELLIGENT SYSTEM AND ENVIRONMENT, VOL 2, 2011, 105 : 339 - +
[2] Co-Evolutionary Cultural Based Particle Swarm Optimization Algorithm
Sun, Yang
Zhang, Lingbo
Gu, Xingsheng
LIFE SYSTEM MODELING AND INTELLIGENT COMPUTING, PT II, 2010, 98 : 1 - 7
[3] A distributed co-evolutionary particle swarm optimization algorithm
Liu, D. S.
Tan, K. C.
Ho, W. K.
2007 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-10, PROCEEDINGS, 2007, : 3831 - 3838
[4] A cooperative co-evolutionary particle swarm optimiser based on a niche sharing scheme for the flow shop scheduling problem under uncertainty
Jiao, Bin
Yan, Shaobin
MATHEMATICAL STRUCTURES IN COMPUTER SCIENCE, 2014, 24 (05)
[5] Chaotic Co-evolutionary Algorithm Based on Differential Evolution and Particle Swarm Optimization
Zhang, Meng
Zhang, Weiguo
Sun, Yong
2009 IEEE INTERNATIONAL CONFERENCE ON AUTOMATION AND LOGISTICS ( ICAL 2009), VOLS 1-3, 2009, : 885 - 889
[6] Co-evolutionary Particle Swarm Optimization Based on Population Entropy
Hu Chengyu
Zhao Man
Wang Yongji
PROCEEDINGS OF THE 27TH CHINESE CONTROL CONFERENCE, VOL 5, 2008, : 70 - +
[7] A co-evolutionary particle swarm optimization-based method for multiobjective optimization
Meng, HY
Zhang, XH
Liu, SY
AI 2005: ADVANCES IN ARTIFICIAL INTELLIGENCE, 2005, 3809 : 349 - 359
[8] A hybrid co-evolutionary cultural algorithm based on particle swarm optimization for solving global optimization problems
Sun, Yang
Zhang, Lingbo
Gu, Xingsheng
NEUROCOMPUTING, 2012, 98 : 76 - 89
[9] Co-evolutionary particle swarm optimization algorithm based on elite immune clonal selection
Liu, Z.-H. (163liuzhaohua@163.com), 1600, Chinese Institute of Electronics (41):
[10] A competitive and cooperative co-evolutionary approach to multi-objective particle swarm optimization algorithm design
Goh, C. K.
Tan, K. C.
Liu, D. S.
Chiam, S. C.
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2010, 202 (01) : 42 - 54

← 1 2 3 4 5 →