AUTONOMOUS ROBOT PATH OPTIMIZATION USING FIREFLY ALGORITHM

被引:0
|
作者
Brand, Michael [1 ]
Yu, Xiao-Hua [1 ]
机构
[1] Calif Polytech State Univ San Luis Obispo, Dept Elect Engn, San Luis Obispo, CA 93407 USA
来源
PROCEEDINGS OF 2013 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS (ICMLC), VOLS 1-4 | 2013年
关键词
Glowworm swarm optimization; Robot path planning; Firefly algorithm;
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
Path planning is an NP-complete problem with numerous practical applications, and is especially important for the navigation and control of autonomous robots. However, due to its computational complex nature, an optimal solution is often very difficult to be found using traditional methods. In this research, a swarm intelligence approach inspired by the biological behavior of glowworms is studied and applied to the robot path optimization problem. Computer simulation results show this firefly algorithm can successfully find the optimal path in a dynamic environment, and outperforms the ant colony algorithm (ACO) for a larger grid workspace in terms of both path length and computational cost.
引用
收藏
页码:1028 / 1032
页数:5
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