Presentation | 2007-03-14 Acquiring vermicular motion of a Looper-like robot based on the CPG-Actor-Critic method Kenji MAKINO, Yutaka NAKAMURA, Tomohiro SHIBATA, Shin ISHII, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | Adaptability to the environment is crucial for mobile robots, because the circumstance, including the body of the robot, may change. A robot with a large number of degrees of freedom possesses potential to adapt to such circumstances, but it is difficult to design a good controller for such a robot. In this study, we apply our RL method called the CPG-actor-critic method to the control of a looper-like robot we have developed. Experimental results demonstrate acquisition of a vermicular forward motion exhibiting the best performance of the actuator, and acquisition of recovery from a malfunction of an actuator. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Reinforcement Learning / Looper-like Robot / CPG Controller / CPG-Actor-Critic |
Paper # | NC2006-152 |
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Committee | NC |
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Conference Date | 2007/3/7(1days) |
Place (in Japanese) | (See Japanese page) |
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Topics (in Japanese) | (See Japanese page) |
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Paper Information | |
Registration To | Neurocomputing (NC) |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Acquiring vermicular motion of a Looper-like robot based on the CPG-Actor-Critic method |
Sub Title (in English) | |
Keyword(1) | Reinforcement Learning |
Keyword(2) | Looper-like Robot |
Keyword(3) | CPG Controller |
Keyword(4) | CPG-Actor-Critic |
1st Author's Name | Kenji MAKINO |
1st Author's Affiliation | Department of Bioinformatics and Genomics Graduate School of Information Science Nara Institute of Science and Technology (NAIST)() |
2nd Author's Name | Yutaka NAKAMURA |
2nd Author's Affiliation | Department of Adaptive Machine Systems Graduate School of Engeneering Osaka University |
3rd Author's Name | Tomohiro SHIBATA |
3rd Author's Affiliation | Department of Bioinformatics and Genomics Graduate School of Information Science Nara Institute of Science and Technology (NAIST) |
4th Author's Name | Shin ISHII |
4th Author's Affiliation | Department of Bioinformatics and Genomics Graduate School of Information Science Nara Institute of Science and Technology (NAIST) |
Date | 2007-03-14 |
Paper # | NC2006-152 |
Volume (vol) | vol.106 |
Number (no) | 588 |
Page | pp.pp.- |
#Pages | 6 |
Date of Issue |