Introduction to Reinforcement Learning
Introduction to Reinforcement Learning
ECML '00 Proceedings of the 11th European Conference on Machine Learning
Machine learning for fast quadrupedal locomotion
AAAI'04 Proceedings of the 19th national conference on Artifical intelligence
Learning to kick the ball using back to reality
RoboCup 2004
Autonomous evolution of dynamic gaits with two quadruped robots
IEEE Transactions on Robotics
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This paper describes an autonomous learning method used with real robots in order to acquire ball trapping skills in the four-legged robot league. These skills involve stopping and controlling an oncoming ball and are essential to passing a ball to each other. We first prepare some training equipment and then experiment with only one robot. The robot can use our method to acquire these necessary skills on its own, much in the same way that a human practicing against a wall can learn the proper movements and actions of soccer on his/her own. We also experiment with two robots, and our findings suggest that robots communicating between each other can learn more rapidly than those without any communication.