Contraction-Expansion Coefficient Learning in Quantum-Behaved Particle Swarm Optimization

被引：9

作者：

Tian, Na ^{[1
]}

Lai, Choi-Hong ^{[1
]}

Pericleous, Koulis ^{[1
]}

Sun, Jun ^{[2
]}

Xu, Wenbo ^{[2
]}

机构：

[1] Univ Greenwich, Sch Comp & Math Sci, London SE18 6PF, England

[2] Jiangnan Univ, Sch IOT Engn, Jian, Jiangxi, Peoples R China

来源：

2011 TENTH INTERNATIONAL SYMPOSIUM ON DISTRIBUTED COMPUTING AND APPLICATIONS TO BUSINESS, ENGINEERING AND SCIENCE (DCABES) | 2011年

基金：

中国国家自然科学基金; 中央高校基本科研业务费专项资金资助;

关键词：

Quantum-behaved Particle Swarm Optimization; Contraction-Expansion coefficient; cosine function; annealing function;

D O I：

10.1109/DCABES.2011.32

中图分类号：

TP39 [计算机的应用];

学科分类号：

081203 ; 0835 ;

摘要：

Quantum-behaved particle swarm optimization was proposed from the view of quantum world and based on the particle swarm optimization, which has been proved to outperform the traditional PSO. The Expansion-Contraction coefficient is the only parameter in QPSO, which has great influence on the global search ability and convergence of the particles. In this paper, two parameter control methods are proposed. Numerical experiments on the benchmark functions are presented.

引用

页码：303 / 308

页数：6

共 50 条

[1] Quantum-Behaved Particle Swarm Optimization Based on Comprehensive Learning
Long, HaiXia
Zhang, XiuHong
[J]. ADVANCES IN ELECTRONIC COMMERCE, WEB APPLICATION AND COMMUNICATION, VOL 2, 2012, 149 : 15 - 20
[2] A modified Quantum-behaved Particle Swarm Optimization
Sun, Jun
Lai, C. -H.
Xu, Wenbo
Ding, Yanrui
Chai, Zhilei
[J]. COMPUTATIONAL SCIENCE - ICCS 2007, PT 1, PROCEEDINGS, 2007, 4487 : 294 - +
[3] Parallel quantum-behaved particle swarm optimization
Tian, Na
Lai, Choi-Hong
[J]. INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2014, 5 (02) : 309 - 318
[4] Parallel quantum-behaved particle swarm optimization
Na Tian
Choi-Hong Lai
[J]. International Journal of Machine Learning and Cybernetics, 2014, 5 : 309 - 318
[5] A Review of Quantum-behaved Particle Swarm Optimization
Fang, Wei
Sun, Jun
Ding, Yanrui
Wu, Xiaojun
Xu, Wenbo
[J]. IETE TECHNICAL REVIEW, 2010, 27 (04) : 336 - 348
[6] Quantum-behaved particle swarm optimization using Q-Learning
Sheng, Xinyi
Sun, Jun
Xu, Wenbo
[J]. MECHATRONICS ENGINEERING, COMPUTING AND INFORMATION TECHNOLOGY, 2014, 556-562 : 3965 - 3971
[7] An improved quantum-behaved particle swarm optimization algorithm
Panchi Li
Hong Xiao
[J]. Applied Intelligence, 2014, 40 : 479 - 496
[8] Quantum-behaved Particle Swarm Optimization with Crossover Operator
Su, Dianbo
Xu, Wenbo
Sun, Jun
[J]. PROCEEDINGS OF THE 2009 INTERNATIONAL CONFERENCE ON WIRELESS NETWORKS AND INFORMATION SYSTEMS, 2009, : 399 - 402
[9] A cooperative approach to quantum-behaved particle swarm optimization
Gao, Hao
Xu, Wenbo
Gao, Tao
[J]. 2007 IEEE INTERNATIONAL SYMPOSIUM ON INTELLIGENT SIGNAL PROCESSING, CONFERENCE PROCEEDINGS BOOK, 2007, : 205 - +
[10] A Novel Quantum-behaved Particle Swarm Optimization Algorithm
Zhao, Jing
Liu, Hong
[J]. 14TH INTERNATIONAL SYMPOSIUM ON DISTRIBUTED COMPUTING AND APPLICATIONS FOR BUSINESS, ENGINEERING AND SCIENCE (DCABES 2015), 2015, : 94 - 97

← 1 2 3 4 5 →