Heterogeneous multi-agent simulation for Fuzzy Q-learning and Transfer learning by using the common behavior estimation

Abstract

n this paper, we analyse the acquired behavior in predation problem by heterogeneous multi-agent.We also clarify the relationship of the common behavior and individual behavior through difference of embodiment of each agent.It is shown that we can acquire continuous behavior in grid-like discrete space by using fuzzy Q-learning.Finally, we discuss the relevance between universal portion of the common behavior obtained by fuzzy Q-learning and basic behavior in transition learning.