A Performance Study on Synchronous and Asynchronous Updates in Particle Swarm Optimization

被引：0
|
作者：
Rada-Vilela, Juan [1 ]
Zhang, Mengjie [1 ]
Seah, Winston [1 ]
机构：
[1] Victoria Univ Wellington, Sch Engn & Comp Sci, Wellington, New Zealand
来源：
GECCO-2011: PROCEEDINGS OF THE 13TH ANNUAL GENETIC AND EVOLUTIONARY COMPUTATION CONFERENCE | 2011年
关键词：
Particle swarm optimization; synchronous and asynchronous updates; speed of convergence;
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：
This work provides a further study on the difference between synchronous and asynchronous updates in Particle Swarm Optimization with different neighborhood sizes ranging from local best to global best. Ten well-known functions are used as benchmarks on both variants. Statistical tests performed on the results provide strong evidence to claim that synchronous updates yield in general better results with similar or even faster speed of convergence than its asynchronous counterpart, contrary to observations and conclusions of previous studies based solely on descriptive statistics.
引用
收藏
页码：21 / 28
页数：8
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