DocumentCode :
290767
Title :
Simulating a competition for foods between ant colonies as a coordinated model of autonomous agents
Author :
Kubo, Masao ; Kakazu, Yukinori
Author_Institution :
Div. of Inf. Eng., Hokkaido Univ., Sapporo, Japan
fYear :
1993
fDate :
17-20 Oct 1993
Firstpage :
142
Abstract :
In this study, a simple and powerful methodology for realizing a distributed and autonomous system is proposed. It is inspired by the ecological nature of ant colonies. Under the set assumption that ants do not use one to one communications for problems very much, the proposed methodology improves the colony´s total activity through a learning process. An artificially self-organizing system requires such a learning property, therefore each ant is regarded as an autonomous agent composed of a stochastic learning automaton (SLA). Because of the stochastic trial-and-error method introduced by SLA, the model is expected to exhibit good performances through learning without using one to one communications; an agent can decide on an action suitable to the system to which it belongs. To observe the ability and the limitations of this model a typical coordinated motion planning problem observed in ant society-a dynamical resource allocation problem was taken for the authors´ experiment. The results shown were as expected
Keywords :
biology; cooperative systems; learning automata; path planning; resource allocation; self-adjusting systems; stochastic automata; ant colonies; artificially self-organizing system; autonomous agents; colony´s total activity; coordinated model; coordinated motion planning problem; distributed autonomous system; dynamical resource allocation; food competition; learning process; stochastic learning automaton; stochastic trial-and-error method; Autonomous agents; Biological system modeling; Electronic mail; Intelligent agent; Learning automata; Power engineering and energy; Power system modeling; Precision engineering; Problem-solving; Stochastic processes;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Systems, Man and Cybernetics, 1993. 'Systems Engineering in the Service of Humans', Conference Proceedings., International Conference on
Conference_Location :
Le Touquet
Print_ISBN :
0-7803-0911-1
Type :
conf
DOI :
10.1109/ICSMC.1993.390839
Filename :
390839
Link To Document :
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