The Proceedings of JSME annual Conference on Robotics and Mechatronics (Robomec)
Online ISSN : 2424-3124
2010
Session ID : 2P1-G08
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2P1-G08 The analysis of the function differentiation process in a Reinforcement Learning Two Arm-Type Robots Cooperating with a Human Partner
Shuhei SAKIMOTORyou YOSHIOKAToshiyuki YASUDAKazuhiro OHKURA
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Abstract
In multi-robot systems, role assignment is important for appropriate cooperation. From the viewpoint of robustness, we have proposed a new concept of multi-robot cooperation termed "autonomous specialization". This concept means that robots adaptively develop roles and assign them by themselves. As a methodology for autonomous specialization, we have been developing a reinforcement learning (RL) technique, termed BRL. In our previous research, autonomous specialization in multi-robot systems in observed. The concept is extended as that of human-robot cooperation. In this paper, we conduct physical experiments using two arm-type robots with BRL, the task of which is lifting up an object by cooperating with a human partner. Then the autonomous specialization process is analyzed.
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© 2010 The Japan Society of Mechanical Engineers
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