Efficient and Safe Path Planning for a Mobile Robot Using Genetic Algorithm

被引:17
作者
Naderan-Tahan, Mahmood [1 ]
Manzuri-Shalmani, Mohammad Taghi [1 ]
机构
[1] Sharif Univ Technol, Dept Comp Engn, Tehran, Iran
来源
2009 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-5 | 2009年
关键词
Motion planning; Genetic algorithm; CBPRM; Computation geometry; Mobile Robots;
D O I
10.1109/CEC.2009.4983199
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, a new method for path planning is proposed using a genetic algorithm (GA). Our method has two key advantages over existing GA methods. The first is a novel environment representation which allows a more efficient method for obstacles dilation in comparison to current cell based approaches that have a tradeoff between speed and accuracy. The second is the strategy we use to generate the initial population in order to speed up the convergence rate which is completely novel. Simulation results show that our method can find a near optimal path faster than computational geometry approaches and with more accuracy in smaller number of generations than GA methods.
引用
收藏
页码:2091 / 2097
页数:7
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