| Presentation | 2021-11-18 Design and Implementation of a Distributed Building Control Simulator for Federated Learning Shugo Fujimura, Koki Fujita, Yuwei Sun, Hiroshi Esaki, Hideya Ochiai, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Toward a sustainable society in the 2050s, zero-energy buildings have been proposed, which consume virtually no energy by utilizing various facilities and data. However, conventional methods that collect sensor data in the cloud and train models in a centralized manner may pose privacy and security issues. One way to protect such data is through federated learning, where models are trained on edge devices and then aggregated in the cloud. In this presentation, we describe the design and implementation of a simulator that can run tens or hundreds of thousands of buildings simultaneously, which was created to apply the federated learning to building control. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Building Control / Federated Learning / Reinforcement Learning / Simulator |
| Paper # | CAS2021-37,MSS2021-17 |
| Date of Issue | 2021-11-11 (CAS, MSS) |
| Conference Information | |
| Committee | MSS / CAS / IPSJ-AL |
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| Conference Date | 2021/11/18(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Atsuo Ozaki(Osaka Inst. of Tech.) / Hiroki Sato(Sony LSI Design) |
| Vice Chair | Shingo Yamaguchi(Yamaguchi Univ.) / Yoshinobu Maeda(Niigata Univ.) |
| Secretary | Shingo Yamaguchi(Hokkaido Univ.) / Yoshinobu Maeda(NEC) / (Sony LSI Design) |
| Assistant | Masato Shirai(Shimane Univ.) / Motoi Yamaguchi(TECHNOPRO) / Yohei Nakamura(Hitachi) / Takahide Sato(Univ. of Yamanashi) / Yasutoshi Aibara(Murata Manufacturing) |
| Paper Information | |
| Registration To | Technical Committee on Mathematical Systems Science and its Applications / Technical Committee on Circuits and Systems / Special Interest Group on Algorithms |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Design and Implementation of a Distributed Building Control Simulator for Federated Learning |
| Sub Title (in English) | |
| Keyword(1) | Building Control |
| Keyword(2) | Federated Learning |
| Keyword(3) | Reinforcement Learning |
| Keyword(4) | Simulator |
| 1st Author's Name | Shugo Fujimura |
| 1st Author's Affiliation | The University of Tokyo(UTokyo) |
| 2nd Author's Name | Koki Fujita |
| 2nd Author's Affiliation | The University of Tokyo(UTokyo) |
| 3rd Author's Name | Yuwei Sun |
| 3rd Author's Affiliation | The University of Tokyo(UTokyo) |
| 4th Author's Name | Hiroshi Esaki |
| 4th Author's Affiliation | The University of Tokyo(UTokyo) |
| 5th Author's Name | Hideya Ochiai |
| 5th Author's Affiliation | The University of Tokyo(UTokyo) |
| Date | 2021-11-18 |
| Paper # | CAS2021-37,MSS2021-17 |
| Volume (vol) | vol.121 |
| Number (no) | CAS-249,MSS-250 |
| Page | pp.pp.1-6(CAS), pp.1-6(MSS), |
| #Pages | 6 |
| Date of Issue | 2021-11-11 (CAS, MSS) |