| Presentation | 2021-09-10 A UAV-empowered Routing Protocol for Federated Learning in Delay Tolerant Environments 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) | While vehicular federated learning (FL) systems can be used for various purposes, including traf?c monitoring and people ?ow control since the learning process involves a large variety of network entities that exhibits different characteristics, it is inef?cient to establish an end-to-end communication route for each model upload/download. In this paper, we discuss the use of delay tolerant networking (DTN) technology in transmission of FL models for unmanned aerial vehicle (UAV) empowered vehicular environments, and propose a networking scheme. The proposed scheme considers the encounter probability, the connectivity between encounter nodes, and the sociability of nodes in the packet forwarding by using a fuzzy logic approach. The importance of local model data is also considered in the buffer management of forwarder nodes, which ensures that local models with higher importance are more likely to be delivered to the central server. We use extensive simulations to evaluate the proposed scheme in terms of its effect on the federated learning, packet delivery ratio, and networking overhead by comparing with existing baselines. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | UAV-empowered vehicular networksFederated learningDelay tolerant networkingFuzzy logic |
| Paper # | CQ2021-55 |
| 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) | A UAV-empowered Routing Protocol for Federated Learning in Delay Tolerant Environments |
| Sub Title (in English) | |
| Keyword(1) | UAV-empowered vehicular networksFederated learningDelay tolerant networkingFuzzy logic |
| 1st Author's Name | Zhaoyang Du |
| 1st Author's Affiliation | University of Electro-Communications(UEC) |
| 2nd Author's Name | Celimuge Wu |
| 2nd Author's Affiliation | University of Electro-Communications(UEC) |
| 3rd Author's Name | Tsutomu Yoshinaga |
| 3rd Author's Affiliation | University of Electro-Communications(UEC) |
| Date | 2021-09-10 |
| Paper # | CQ2021-55 |
| Volume (vol) | vol.121 |
| Number (no) | CQ-173 |
| Page | pp.pp.88-93(CQ), |
| #Pages | 6 |
| Date of Issue | 2021-09-02 (CQ) |