Autonomous mobile robot dynamic motion planning using hybrid fuzzy potential field

被引:99
|
作者
Jaradat, Mohammad Abdel Kareem [1 ]
Garibeh, Mohammad H. [2 ]
Feilat, Eyad A. [2 ]
机构
[1] Jordan Univ Sci & Technol, Dept Mech Engn, Fac Engn, Irbid, Jordan
[2] Yarmouk Univ, Dept Elect Power Engn, Hijjawi Fac Engn Technol, Irbid, Jordan
关键词
Fuzzy potential field; Mobile robot; Dynamic motion planning; OBSTACLE AVOIDANCE; NAVIGATION; ENVIRONMENTS;
D O I
10.1007/s00500-011-0742-z
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A new fuzzy-based potential field method is presented in this paper for autonomous mobile robot motion planning with dynamic environments including static or moving target and obstacles. Two fuzzy Mamdani and TSK models have been used to develop the total attractive and repulsive forces acting on the mobile robot. The attractive and repulsive forces were estimated using four inputs representing the relative position and velocity between the target and the robot in the x and y directions, in one hand, and between the obstacle and the robot, on the other hand. The proposed fuzzy potential field motion planning was investigated based on several conducted MATLAB simulation scenarios for robot motion planning within realistic dynamic environments. As it was noticed from these simulations that the proposed approach was able to provide the robot with collision-free path to softly land on the moving target and solve the local minimum problem within any stationary or dynamic environment compared to other potential field-based approaches.
引用
收藏
页码:153 / 164
页数:12
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