AIN-Based Action Selection Mechanism for Soccer Robot Systems
學年 97
學期 1
出版(發表)日期 2009-01-01
作品名稱 AIN-Based Action Selection Mechanism for Soccer Robot Systems
作品名稱(其他語言)
著者 Wang, Yin-tien; You, Zhi-jun; Chen, Chia-hsing
單位 淡江大學機械與機電工程學系
出版者 New York: Hindawi Publishing Corporation
著錄名稱、卷期、頁數 Journal of Control Science and Engineering 2009, pp.896310(10pages)
摘要 Role and action selections are two major procedures of the game strategy for multiple robots playing the soccer game. In role-select procedure, a formation is planned for the soccer team, and a role is assigned to each individual robot. In action-select procedure, each robot executes an action provided by an action selection mechanism to fulfill its role playing. The role-select procedure was often designed efficiently by using the geometry approach. However, the action-select procedure developed based on geometry approach will become a very complex task. In this paper, a novel action-select algorithm for soccer robots is proposed by using the concepts of artificial immune network (AIN). This AIN-based action-select provides an efficient and robust algorithm for robot role selection. Meanwhile, a reinforcement learning mechanism is applied in the proposed algorithm to enhance the response of the adaptive immune system. Simulation and experiment are carried out to verify the proposed AIN-based algorithm, and the results show that the proposed algorithm provides an efficient and applicable algorithm for mobile robots to play soccer game.
關鍵字
語言 en
ISSN 1687-5249 1687-5257
期刊性質 國外
收錄於 EI
產學合作
通訊作者 Wang, Yin-tien
審稿制度
國別 USA
公開徵稿
出版型式 電子版 紙本
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