Classifier systems and genetic algorithms
Machine learning: paradigms and methods
Cooperative transportation system for humanoid robots using simulation-based learning
Applied Soft Computing
Cooperative Transportation by Humanoid Robots - Solving Piano Movers' Problem
International Journal of Hybrid Intelligent Systems
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In this paper, we describe a cooperative transportation problem with two humanoid robots and introduce a machine learning approach to solving the problem. The difficulty of the task lies on the fact that each position shifts with the other's while they are moving. Therefore, it is necessary to correct the position in a real-time manner. However, it is difficult to generate such an action in consideration of the physical formula. We empirically show how successful the humanoid robot HOAP- 1's cooperate with each other for the sake of the transportation as a result of Q-learning.