Improved genetic algorithms based path planning of mobile robot under dynamic unknown environment

被引:0
作者
Lei, Lin [1 ]
Wang, Houjun [1 ]
Wu, Qinsong [1 ]
机构
[1] Univ Elect Sci & Technol China, Sch Automat Engn, Chengdu 610054, Sichuan, Peoples R China
来源
IEEE ICMA 2006: PROCEEDING OF THE 2006 IEEE INTERNATIONAL CONFERENCE ON MECHATRONICS AND AUTOMATION, VOLS 1-3, PROCEEDINGS | 2006年
关键词
path planning; genetic algorithms; numerical potential field; mobile robot; dynamic unknown environment;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Aiming at path planning of mobile, robot under part of dynamic unknown environment, there are some shortages in the aspects of produce of initial population and the structure of specific genetic operator in current used genetic algorithms. In this paper, using the position feedback and forecast of moving direction of obstacle, we present a new method of robot path planning based on improved genetic algorithms combined with numerical potential field. The problem of path planning and avoiding obstacles under dynamic environment was resolved by path re-planning. The shape of obstacle is not limited, and the research is close to the real work environment of robot. The specific genetic operator, fitness function and real coded were designed in this paper. The simulation instances under multi various complex dynamic environments verify that our algorithm of robot path planning is high efficient, and the operation speed and accuracy are improved.
引用
收藏
页码:1728 / +
页数:2
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