A Bayesian particle swarm optimization algorithm

被引：0

作者：

Heng Xingchen ^{[1
]}

Qin Zheng ^{[1
]}

Wang Xianhui ^{[1
]}

Shao Liping ^{[1
]}

机构：

[1] Xi An Jiao Tong Univ, Res Inst Comp Software, Xian 710049, Peoples R China

来源：

CHINESE JOURNAL OF ELECTRONICS | 2006年 / 15卷 / 4A期

关键词：

Bayesian probability theory; discrete problem; evolutionary computation; genetic algorithm; particle swarm optimization;

D O I：

暂无

中图分类号：

TM [电工技术]; TN [电子技术、通信技术];

学科分类号：

0808 ; 0809 ;

摘要：

A new discrete Particle swarm optimization (PSO) algorithm based on Bayesian probability theory is proposed to deal with discrete problem. In this algorithm, the trajectories of all particles are changed in the probability that a coordinate will take on a zero or one value and the Bayesian probability theory is introduced as a method of the probability update. The final experiments on Knapsack problem show the algorithm outperforms genetic algorithm and previous version of discrete PSO.

引用

页码：937 / 940

页数：4

共 50 条

[11] Fuzzy Particle Swarm Optimization Algorithm
Tian, Dong-ping
Li, Nai-qian
FIRST IITA INTERNATIONAL JOINT CONFERENCE ON ARTIFICIAL INTELLIGENCE, PROCEEDINGS, 2009, : 263 - 267
[12] An Improved Particle Swarm Optimization Algorithm
Wang, Fangxiu
Zhou, Kong
2012 INTERNATIONAL CONFERENCE ON INTELLIGENCE SCIENCE AND INFORMATION ENGINEERING, 2012, 20 : 156 - 158
[13] An Improved Particle Swarm Optimization Algorithm
Lu, Lin
Luo, Qi
Liu, Jun-yong
Long, Chuan
2008 IEEE INTERNATIONAL CONFERENCE ON GRANULAR COMPUTING, VOLS 1 AND 2, 2008, : 486 - 490
[14] An Improved Particle Swarm Optimization Algorithm
Jiang, Changyuan
Zhao, Shuguang
Guo, Lizheng
Ji, Chuan
MECHANICAL ENGINEERING AND INTELLIGENT SYSTEMS, PTS 1 AND 2, 2012, 195-196 : 1060 - 1065
[15] An Improved Particle Swarm Optimization Algorithm
Ji, Weidong
Wang, Keqi
2011 INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND NETWORK TECHNOLOGY (ICCSNT), VOLS 1-4, 2012, : 585 - 589
[16] Advances in particle swarm optimization algorithm
Liu, Bo
Wang, Ling
Jin, Yi-Hui
Huang, De-Xian
Huagong Zidonghua Ji Yibiao/Control and Instruments in Chemical Industry, 2005, 32 (03): : 1 - 6
[17] An emotional particle swarm optimization algorithm
Ge, Y
Rubo, Z
ADVANCES IN NATURAL COMPUTATION, PT 3, PROCEEDINGS, 2005, 3612 : 553 - 561
[18] An improved particle swarm optimization algorithm
Jiang, Yan
Hu, Tiesong
Huang, ChongChao
Wu, Xianing
APPLIED MATHEMATICS AND COMPUTATION, 2007, 193 (01) : 231 - 239
[19] A Modified Particle Swarm Optimization Algorithm
Liu, Enhai
Dong, Yongfeng
Song, Jie
Hou, Xiangdan
Li, Nana
2008 INTERNATIONAL WORKSHOP ON EDUCATION TECHNOLOGY AND TRAINING AND 2008 INTERNATIONAL WORKSHOP ON GEOSCIENCE AND REMOTE SENSING, VOL 2, PROCEEDINGS,, 2009, : 666 - 669
[20] Particle Swarm Algorithm for Microgrid Optimization
Kaczorowska, Dominika
Rezmer, Jacek
2018 INNOVATIVE MATERIALS AND TECHNOLOGIES IN ELECTRICAL ENGINEERING (I-MITEL), 2018,

← 1 2 3 4 5 →