Title :
A study of group size and communication in an evolving fuzzy-controlled population
Author :
McKennoch, Sam ; Hoyt, Sean ; Bushnell, L.G.
Author_Institution :
Dept. of Electr. Eng., Washington Univ., Seattle, WA, USA
Abstract :
This research effort is an investigation into communication activity in a distributed set of software agents. Agents exist in a predator-prey environment. Movements of prey agents are evolved upon a Mamdani type fuzzy inference system. Probabilistic predation and starvation forces, along with simulated communication activity act upon agents, causing them to cluster. Examined here is the correlation between mean cluster size after the population has sufficiently evolved, versus the average agent communication activity. Communication activity creates a loyalty to remain in a cluster for security rather than to change cluster membership. A mean r2 correlation of 0.87 was observed with this system, thus lending credence to our hypothesis.
Keywords :
correlation theory; fuzzy control; fuzzy reasoning; fuzzy systems; multi-agent systems; predator-prey systems; probability; software agents; Mamdani type fuzzy inference system; cluster size; communication activity; fuzzy controlled population; mean r2 correlation; predator-prey environment; probabilistic predation; software agents; starvation forces; Application software; Communication system security; Computer science; Fuzzy systems; Multiagent systems; Parallel robots; Power engineering and energy; Scalability; Software agents; Space exploration;
Conference_Titel :
Fuzzy Systems, 2004. Proceedings. 2004 IEEE International Conference on
Print_ISBN :
0-7803-8353-2
DOI :
10.1109/FUZZY.2004.1375525