Title :
Fuzzy behavior fusion for reactive control of an autonomous mobile robot: MARGE
Author :
Goodridge, Steven G. ; Luo, Ren C.
Author_Institution :
Dept. of Electr. & Comput. Eng., North Carolina State Univ., Raleigh, NC, USA
Abstract :
A distributed heterogeneous network of fuzzy control agents has been developed for reactive behavior-based control of an autonomous mobile robot This methodology allows the authors´ vehicle, MARGE, to perform realistic tasks in unstructured environments. Control actions for the robot are generated by a colony of independent agents that compete and cooperate to determine the emergent motion of the vehicle. Fuzzy rules are used to implement a diverse array of real-time functions within one simple development environment. The authors´ multi-layer approach differs from other methods that perform the fuzzy inference mapping in one step. Real-time control without special hardware is possible by using a singleton centroid calculation and by breaking complex behaviors down into simple modules
Keywords :
cooperative systems; fuzzy control; mobile robots; path planning; real-time systems; sensor fusion; MARGE; autonomous mobile robot; development environment; distributed heterogeneous network; fuzzy behavior fusion; fuzzy control agents; fuzzy rules; independent agents; multi-layer approach; reactive behavior-based control; reactive control; real-time control; real-time functions; singleton centroid calculation; unstructured environments; Error correction; Fuzzy control; Fuzzy logic; Fuzzy sets; Intelligent robots; Mobile robots; Navigation; Programming profession; Robot sensing systems; Vehicles;
Conference_Titel :
Robotics and Automation, 1994. Proceedings., 1994 IEEE International Conference on
Conference_Location :
San Diego, CA
Print_ISBN :
0-8186-5330-2
DOI :
10.1109/ROBOT.1994.351358