TY - JOUR
T1 - Autonomous decentralized gait control of a 6-legged walking robot using immune networks (gait generation through reinforcement learning)
AU - Ishiguro, Akio
AU - Ichikawa, Shingo
AU - Kuboshiki, Satoru
AU - Muto, Katsuhiko
AU - Uchikawa, Yoshiki
PY - 1997
Y1 - 1997
N2 - Biological systems in living organisms can be regarded as the ultimate among distributed information processing systems and have been expected to provide feasible ideas to engineering fields, especially robotics. Among these systems, the immune system plays a role in protecting living organisms against countless foreign substances in order to cope with a dynamically changing environment. This ability is exactly what we need for an autonomous mobile robot. Therefore, in this paper, we focus on the immune system and apply it to a gait control problem of a 6-legged walking robot. We aim at realizing an action selection mechanism through a decentralized learning method inspired from the immune network architecture. The validity of our proposed method is confirmed by simulations.
AB - Biological systems in living organisms can be regarded as the ultimate among distributed information processing systems and have been expected to provide feasible ideas to engineering fields, especially robotics. Among these systems, the immune system plays a role in protecting living organisms against countless foreign substances in order to cope with a dynamically changing environment. This ability is exactly what we need for an autonomous mobile robot. Therefore, in this paper, we focus on the immune system and apply it to a gait control problem of a 6-legged walking robot. We aim at realizing an action selection mechanism through a decentralized learning method inspired from the immune network architecture. The validity of our proposed method is confirmed by simulations.
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U2 - 10.1299/kikaic.63.1679
DO - 10.1299/kikaic.63.1679
M3 - Article
AN - SCOPUS:0031142728
SN - 0387-5024
VL - 63
SP - 1679
EP - 1684
JO - Nihon Kikai Gakkai Ronbunshu, C Hen/Transactions of the Japan Society of Mechanical Engineers, Part C
JF - Nihon Kikai Gakkai Ronbunshu, C Hen/Transactions of the Japan Society of Mechanical Engineers, Part C
IS - 609
ER -