DocumentCode
2737832
Title
Adaptive behavior acquisition of collision avoidance among multiple autonomous mobile robots
Author
Arai, Yoshikazu ; Fujii, Teruya ; Asama, Hajinie ; Kataoka, Yasushi ; Kaetsu, Hayato ; Matsumoto, Akihiro ; Endo, Isao
Author_Institution
Graduate Sch. of Sci. & Eng., Saitama Univ., Urawa, Japan
Volume
3
fYear
1997
fDate
7-11 Sep 1997
Firstpage
1762
Abstract
We discuss adaptive behavior acquisition for collision avoidance among multiple autonomous mobile robots which are equipped with the locally communicable infrared sensory system (LOCISS). The LOCISS is a local sensing device for collision avoidance by which robots can detect other robots and obstacles and discriminate them by exchanging relevant information. We (1996) reported previously a collision avoidance method between two robots based on the predetermined rules using LOCISS. It is, however, difficult to realize collision avoidance among three or more robots by the predetermined rules only because situations around the robots become more complicated as the number of robots increases. Thus, it is desirable for the robots to have an adaptive capability for acquisition of the behaviors to avoid collision with other robots and obstacles. To acquire the adaptive behavior, the reinforcement learning is introduced in this paper. It is shown that appropriate behaviors for collision avoidance can be successfully acquired through the proposed learning process
Keywords
adaptive systems; cooperative systems; infrared detectors; knowledge acquisition; learning (artificial intelligence); mobile robots; path planning; adaptive systems; behavior acquisition; collision avoidance; locally communicable infrared sensory system; multiple autonomous mobile robots; reinforcement learning; Chemical engineering; Chemical sensors; Collision avoidance; Educational institutions; Infrared sensors; Mechanical engineering; Mobile robots; Neural networks; Path planning; Robot sensing systems;
fLanguage
English
Publisher
ieee
Conference_Titel
Intelligent Robots and Systems, 1997. IROS '97., Proceedings of the 1997 IEEE/RSJ International Conference on
Conference_Location
Grenoble
Print_ISBN
0-7803-4119-8
Type
conf
DOI
10.1109/IROS.1997.656599
Filename
656599
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