DocumentCode :
3318628
Title :
Soft Target Based Obstacle Avoidance for Car-like Mobile Robot in Dynamic Environment
Author :
Chen, Yougen ; Yasunobu, Seiji
Author_Institution :
Tsukuba Univ., Ibaraki
fYear :
2007
fDate :
23-26 July 2007
Firstpage :
1
Lastpage :
6
Abstract :
The real time flexible operation of a car-like mobile robot with nonholonomic constraints in dynamic environment is still a very challenging problem. The difficulty lies in the setting of moving sub-target in real-time and appropriately to obtain a collision-free and low cost path. In this paper, we present a new approach to obstacle avoidance for mobile robots in a narrow area with static and dynamic obstacles. It is based on selection of the sub-target points of robot\´s movement called "soft target" which is a target set defined as all possible and reachable via-points in a navigation space. The soft target is acquired by on-line learning based on the final target and environment information. Each element of it has its membership value between 0 to 1 denoting its evaluation. The algorithm of the presented method is realized by fuzzy predictive control (FPC). The simulation results show the validity and effectiveness of the proposed robot motion control method.
Keywords :
collision avoidance; fuzzy control; learning (artificial intelligence); mobile robots; motion control; navigation; predictive control; car-like mobile robot; dynamic environment; fuzzy predictive control; navigation; nonholonomic constraints; obstacle avoidance; on-line learning; robot motion control; soft target; Costs; Flexible printed circuits; Fuzzy control; Mobile robots; Motion control; Navigation; Orbital robotics; Predictive control; Robot control; Robot motion;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Fuzzy Systems Conference, 2007. FUZZ-IEEE 2007. IEEE International
Conference_Location :
London
ISSN :
1098-7584
Print_ISBN :
1-4244-1209-9
Electronic_ISBN :
1098-7584
Type :
conf
DOI :
10.1109/FUZZY.2007.4295563
Filename :
4295563
Link To Document :
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