| Presentation | 2021-09-09 Load balancing method using reinforcement learning between edge and cloud Hiroki Kobari, Zhaoyang Du, Celimuge Wu, Tsutomu Yoshinaga, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Recently, edge computing has attracted more and more attention. Compared with traditional cloud computing, edge computing can reduce communication delay. However, the processing capability of edge computing is not as good as cloud computing. The proposed method takes advantage of the low communication delay of edge computing and the high processing capability of cloud computing. We use the Q-learning algorithm to load balance between the edge server and the cloud server to reduce the average service time. Simulation results show that the proposed method suppresses the task failure rate while reducing the average service time. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Cloud computingEdge computingQ-learning |
| Paper # | CQ2021-38 |
| Date of Issue | 2021-09-02 (CQ) |
| Conference Information | |
| Committee | CQ |
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| Conference Date | 2021/9/9(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Wireless Communications Quality, 6G, IoT, Resource Management, Wireless Transmission, Cross layer Technologies, etc. |
| Chair | Jun Okamoto(NTT) |
| Vice Chair | Takefumi Hiraguri(Nippon Inst. of Tech.) / Gou Hasegawa(Tohoku Univ.) |
| Secretary | Takefumi Hiraguri(NTT) / Gou Hasegawa(Ritsumeikan Univ.) |
| Assistant | Yoshiaki Nishikawa(NEC) / Ryoichi Kataoka(KDDI Research) / Kimiko Kawashima(NTT) |
| Paper Information | |
| Registration To | Technical Committee on Communication Quality |
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| Language | ENG |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Load balancing method using reinforcement learning between edge and cloud |
| Sub Title (in English) | |
| Keyword(1) | Cloud computingEdge computingQ-learning |
| 1st Author's Name | Hiroki Kobari |
| 1st Author's Affiliation | The University of Electro-Communications(UEC) |
| 2nd Author's Name | Zhaoyang Du |
| 2nd Author's Affiliation | The University of Electro-Communications(UEC) |
| 3rd Author's Name | Celimuge Wu |
| 3rd Author's Affiliation | The University of Electro-Communications(UEC) |
| 4th Author's Name | Tsutomu Yoshinaga |
| 4th Author's Affiliation | The University of Electro-Communications(UEC) |
| Date | 2021-09-09 |
| Paper # | CQ2021-38 |
| Volume (vol) | vol.121 |
| Number (no) | CQ-173 |
| Page | pp.pp.6-10(CQ), |
| #Pages | 5 |
| Date of Issue | 2021-09-02 (CQ) |