| Presentation | 2010-06-22 An Optimal Supervisory Control for Decentralized Discrete Event System based on Reinforcement Learning Kouji KAJIWARA, Tatsushi YAMASAKI, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In our previous work, we have proposed a generalized framework of optimal supervisory control based on reinforcement learning. Then, we introduced weight functions to value functions and showed various types of supervisors. This paper proposes the optimal supervisory control for a decentralized system based on reinforcement learning. We model a Decentralized Discrete Event System (DDES) which consists of several local DESs. Each local DES and the supervisor have preferences for the behavior. So, we introduce preference functions to represent them and the new value functions based on the preference functions. A supervisor learns how to assign the control pattern based on the reinforcement learning so as to maximize value functions. We show the efficiency of the proposed method by computer simulation. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | discrete event systems / supervisory control / reinforcement learning / decentralized system / optimal control |
| Paper # | CAS2010-26,VLD2010-36,SIP2010-47,CST2010-26 |
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| Conference Information | |
| Committee | VLD |
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| Conference Date | 2010/6/14(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Paper Information | |
| Registration To | VLSI Design Technologies (VLD) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | An Optimal Supervisory Control for Decentralized Discrete Event System based on Reinforcement Learning |
| Sub Title (in English) | |
| Keyword(1) | discrete event systems |
| Keyword(2) | supervisory control |
| Keyword(3) | reinforcement learning |
| Keyword(4) | decentralized system |
| Keyword(5) | optimal control |
| 1st Author's Name | Kouji KAJIWARA |
| 1st Author's Affiliation | Graduate School of Engineering, Setsunan University() |
| 2nd Author's Name | Tatsushi YAMASAKI |
| 2nd Author's Affiliation | Graduate School of Engineering, Setsunan University |
| Date | 2010-06-22 |
| Paper # | CAS2010-26,VLD2010-36,SIP2010-47,CST2010-26 |
| Volume (vol) | vol.110 |
| Number (no) | 87 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |