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外部観測に基づく進化的フェロモンコミュニケーションの評価と群知能の創発現象に関する研究

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Title: 外部観測に基づく進化的フェロモンコミュニケーションの評価と群知能の創発現象に関する研究
Other Titles: Investigation of Evolutionary Pheromone Communication Based on External Measurement and Emergence of Swarm Intelligence
Authors: 川村, 秀憲1 Browse this author →KAKEN DB
山本, 雅人2 Browse this author →KAKEN DB
大内, 東3 Browse this author →KAKEN DB
Authors(alt): KAWAMURA, Hidenori1
YAMAMOTO, Masahito2
OHUCHI, Azuma3
Keywords: multi-agent systems
pheromone communication
emergence
genetic algorithm
swarm/collective intelligence
Issue Date: 2001
Publisher: 社団法人 計測自動制御学会
Journal Title: 計測自動制御学会論文集
Volume: 37
Issue: 5
Start Page: 455
End Page: 464
Publisher DOI: 10.9746/sicetr1965.37.455
Abstract: In this paper, we focus on the emergence phenomenon related with artificial pheromone communication and swarm intelligence among many agents in Ants War environment, in which two colonies of artificial ant agents compete for the limited number of food items in order to survive in evolutionary process. The purpose of this research is to clarify the emerging process of communication and the relationship between communication and swarm intelligence. For investigation of communication, we introduce Shannon's entropy and the amount of information to externally measure “the effectivity of communication signals for decision-making of agents” and “the specialty of environmental situation in sending communication signals”. In computer simulations, we confirm that the amounts of information of pheromone sensory inputs and selecting of sending pheromone signal are increased with correlation according to the progress of evolution. These experimental results derive that evolutionary communication is incrementally formed by the interaction among agents with self-organization and the self-reinforcement in communication-loop of repeated sending and receiving signals. In addition, we confirm the level of swarm intelligence with evolved pheromone communications by measurement of the correlation between the size of swarm and the performance in Ants War. In investigation, we find that the size of swarm and emergence of swarm intelligence are strongly related. The results introduced in this research will be a base for investigation of multi-agent communications.
Rights: ©2000 SICE. 本文データは計測自動制御学会の許諾に基づきJ-STAGEから複製したものである
Type: article
URI: http://hdl.handle.net/2115/64591
Appears in Collections:情報科学院・情報科学研究院 (Graduate School of Information Science and Technology / Faculty of Information Science and Technology) > 雑誌発表論文等 (Peer-reviewed Journal Articles, etc)

Submitter: 山本 雅人

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