Title :
A goal-oriented fuzzy reactive control for mobile robots with automatic rule optimization
Author :
Zhu, Anmin ; Yang, Simon X.
Author_Institution :
Sch. of Comput. Sci. & Software Eng., Shenzhen Univ., Shenzhen, China
Abstract :
To realize real-time goal-oriented navigation for a mobile robot in unpredictable environments, a fuzzy reactive system is proposed in this paper. Besides the establishment of the fuzzy logic system, this paper focuses on the the physical meaning of the parameters in the fuzzy system, and proposes a systematic method to automatically suppress redundant fuzzy rules from the rule base. Under the control of the proposed system with automatic redundant fuzzy rule removal, the mobile robot can preferably avoid obstacles autonomously, and generate reasonable trajectories toward the target in various situations. The effectiveness and efficiency of the proposed approach are demonstrated by simulation and experimental studies.
Keywords :
collision avoidance; fuzzy control; fuzzy logic; fuzzy set theory; fuzzy systems; mobile robots; automatic rule optimization; fuzzy logic system; fuzzy reactive control; goal oriented navigation; mobile robot; obstacle avoidance;
Conference_Titel :
Intelligent Robots and Systems (IROS), 2010 IEEE/RSJ International Conference on
Conference_Location :
Taipei
Print_ISBN :
978-1-4244-6674-0
DOI :
10.1109/IROS.2010.5651799