“…We also proposed a neuro-fuzzy reinforcement learning system for swarm formation and adaptive swarm behavior acquisition of the swarm robots in the previous work [4][5][6][7]. Meanwhile, Ide and Nozawa group proposed an internal model in [8,9], which drives autonomous robots avoiding obstacles and exploring a goal in the unknown environments using a psychological model proposed by Russell in [10,11]. Russell's ''circumplex model of affect'' assigns 8 kinds of major emotions on a two-dimensional map, and by psychological analysis of evidences, affective states such as pleasure, excitement, arousal, distress, misery, depression, sleepiness, and contentment are categorized orderly in a pleasure-arousal space (Fig.…”