Navigation of mobile sensors using PSO and embedded PSO in a fuzzy logic controller

被引:0
作者
Venayagamoorthy, GK [1 ]
Doctor, S [1 ]
机构
[1] Univ Missouri, Dept Elect & Comp Engn, Rolla, MO 65409 USA
来源
CONFERENCE RECORD OF THE 2004 IEEE INDUSTRY APPLICATIONS CONFERENCE, VOLS 1-4: COVERING THEORY TO PRACTICE | 2004年
关键词
mobile sensors; particle swarm optimization; fuzzy logic; membership functions; rules; 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
This paper presents novel structures for optimization and communication of a swarm of mobile sensors or robots for maximizing local and global tasks such as firefighting, landmine detection, radioactivity detection, etc. The navigation of the sensors is carried out using two strategies. The first strategy is based on Particle Swarm Optimization (PSO) and the second strategy is based on a swarm of fuzzy logic based controllers. in addition, the membership functions and the rules of the Fuzzy Logic Controller (FLC) are optimized using the PSO algorithm. Navigation of mobile sensors is considered in this paper to locate desirable target sources in a given sensing area. Both approaches presented do not depend on the number of target sources. Results are provided for target locations based on a PSO, a swarm of fuzzy logic controllers and a swarm of optimized fuzzy logic controllers.
引用
收藏
页码:1200 / 1206
页数:7
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