DocumentCode
142164
Title
Introducing the concept of velocity into bare bones particle swarm optimization
Author
Yen-Ching Chang ; Cheng-Hsueh Hsieh ; Yongxuan Xu ; Yi-Lin Chen ; Chin-Chen Chueh ; Yu-Tien Huang ; Chengting Xie
Author_Institution
Dept. of Med. Inf., Chung Shan Med. Univ., Taichung, Taiwan
Volume
3
fYear
2014
fDate
26-28 April 2014
Firstpage
1580
Lastpage
1584
Abstract
Studies have shown that the limit on the updating formula of velocity in particle swarm optimization (PSO) can produce good performance. Inspired by the logic, we introduce the concept of velocity into bare bones particle swarm optimization (BBPSO), which doesn´t consider the velocity term, hence no constraint on velocity. The velocity term is an additional restriction, and thus it doesn´t damage the structure of simplicity of BBPSO. Experimental results show that the adopted velocity limit does enhance the performance of optimization for some benchmark functions, especially Rosenbrock.
Keywords
particle swarm optimisation; PSO; Rosenbrock; bare bones particle swarm optimization; velocity concept; Benchmark testing; Bones; Convergence; Optimization; Particle swarm optimization; Standards; algorithm; bare bones particle swarm optimization; optimization; particle swarm optimization;
fLanguage
English
Publisher
ieee
Conference_Titel
Information Science, Electronics and Electrical Engineering (ISEEE), 2014 International Conference on
Conference_Location
Sapporo
Print_ISBN
978-1-4799-3196-5
Type
conf
DOI
10.1109/InfoSEEE.2014.6946187
Filename
6946187
Link To Document