| Presentation | 2015-06-18 Robust Policy Optimization for Demand Response to Utilize Photovoltaics Power Sachiyo Arai, Talatoshi Watanabe, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In order to utilize solar photovoltaic, it is important to resolve instability of its demand. We have proposed a reinforcement learning agent to manage the microgrid to be independent of main grid. The agent consists of five modules; solar photovoltaic, constant generator, power demand, home co-generation system and storage unit. In our previously proposed agent, which was reinforced with the monthly data, it turns out that agent hard to adapt to changes in the dynamics of monthly data. In this paper, we proposed the improved agent model, which has an ability to adapt to changes in the dynamics of monthly data. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Demand response / Reinforcement learning |
| Paper # | AI2015-4 |
| Date of Issue | 2015-06-11 (AI) |
| Conference Information | |
| Committee | AI |
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| Conference Date | 2015/6/18(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Toshiharu Sugawara(Waseda Univ.) |
| Vice Chair | Tsunenori Mine(Kyushu Univ.) / Daisuke Katagami(Tokyo Polytechnic Univ.) |
| Secretary | Tsunenori Mine(Kyoto Univ.) / Daisuke Katagami(Shizuoka Univ.) |
| Assistant | Yuichi Sei(Univ. of Electro-Comm.) |
| Paper Information | |
| Registration To | Technical Committee on Artificial Intelligence and Knowledge-Based Processing |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Robust Policy Optimization for Demand Response to Utilize Photovoltaics Power |
| Sub Title (in English) | Effects of State Representation |
| Keyword(1) | Demand response |
| Keyword(2) | Reinforcement learning |
| 1st Author's Name | Sachiyo Arai |
| 1st Author's Affiliation | Chiba University(Chiba Univ.) |
| 2nd Author's Name | Talatoshi Watanabe |
| 2nd Author's Affiliation | Chiba University(Chiba Univ.) |
| Date | 2015-06-18 |
| Paper # | AI2015-4 |
| Volume (vol) | vol.115 |
| Number (no) | AI-97 |
| Page | pp.pp.19-24(AI), |
| #Pages | 6 |
| Date of Issue | 2015-06-11 (AI) |