DocumentCode :
775510
Title :
Behavior-modulation technique in mobile robotics using fuzzy discrete event system
Author :
Huq, Rajibul ; Mann, George K I ; Gosine, Raymond G.
Author_Institution :
Centre for Cold Ocean Resources Eng., Memorial Univ. of Newfoundland, St. John´´s, Nfld.
Volume :
22
Issue :
5
fYear :
2006
Firstpage :
903
Lastpage :
916
Abstract :
This paper presents a novel behavior-modulation technique using a fuzzy discrete event system (FDES) for behavior-based robotic control. The method exploits the multivalued feature of fuzzy logic (FL) and event-driven property of a discrete event system (DES) to generate the activity of a behavior using fuzzy state vectors. State-based prediction of an activity is accomplished using fuzzily defined event matrices. A central arbiter employs priority-based arbitration among the activity state vectors and generates new event matrices to modify the activity states of the behaviors. The method combines aspects of both command fusion and behavior arbitration. Furthermore, the proposed approach has the ability to define state-based observability and controllability to handle sensory uncertainty and environmental dynamics. Observability describes decision vagueness associated with sensory data, whereas controllability specifies undesirable state-reach within the observed environment. Real-time results of FDES-based mobile robot navigation are presented and compared against four different modulation methods to validate its superior performance
Keywords :
collision avoidance; discrete event systems; fuzzy control; mobile robots; observability; behavior arbitration; behavior-modulation technique; command fusion; controllability; fuzzy discrete event system; mobile robotics; obstacle avoidance; state-based observability; state-based prediction; Control systems; Controllability; Discrete event systems; Fusion power generation; Fuzzy control; Fuzzy logic; Fuzzy systems; Mobile robots; Observability; Robot control; Behavior-based robotic control; behavior modulation; fuzzy discrete event system (FDES); mobile robot navigation; obstacle avoidance;
fLanguage :
English
Journal_Title :
Robotics, IEEE Transactions on
Publisher :
ieee
ISSN :
1552-3098
Type :
jour
DOI :
10.1109/TRO.2006.878937
Filename :
1705582
Link To Document :
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