| Presentation | 2016-01-22 Reinforcement learning-based parameter tuning for a broadcast protocol in VANETs Celimuge Wu, Satoshi Ohzahata, Yusheng Ji, Tsutomu Yoshinaga, Toshihiko Kato, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | It is particularly challenging to design an intelligent multi-hop broadcast protocol for vehicular ad hoc networks (VANETs) due to the dynamic environment. Existing protocols are optimized for a specific scenario, and are not capable of working in various scenarios. In this paper, we present a broadcast protocol which is able to make forwarding decision based on a self-learning mechanism. The protocol employs a fuzzy logic-based relay node selection approach to take into account multiple metrics for the forwarding algorithm. The parameters used for the fuzzy logic are tuned online using a reinforcement learning approach. The combination of reinforcement learning and fuzzy logic can provide an intelligent solution for broadcasting in VANETs. We conduct computer simulations to evaluate the proposed protocol. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | VANETsMulti-hop broadcastFuzzy logicReinforcement learning |
| Paper # | CQ2015-105 |
| Date of Issue | 2016-01-14 (CQ) |
| Conference Information | |
| Committee | CQ |
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| Conference Date | 2016/1/21(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | University of Tsukuba |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Kyoko Yamori(Asahi Univ.) |
| Vice Chair | Takanori Hayashi(NTT) / Hideyuki Shimonishi(NEC) |
| Secretary | Takanori Hayashi(NEC) / Hideyuki Shimonishi(Osaka Univ.) |
| Assistant | Masahiro Yamamoto(OKI) / Bo GU(Waseda Univ.) / Hirantha Abeysekera(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) | Reinforcement learning-based parameter tuning for a broadcast protocol in VANETs |
| Sub Title (in English) | |
| Keyword(1) | VANETsMulti-hop broadcastFuzzy logicReinforcement learning |
| 1st Author's Name | Celimuge Wu |
| 1st Author's Affiliation | The University of Electro-Communications(UEC) |
| 2nd Author's Name | Satoshi Ohzahata |
| 2nd Author's Affiliation | The University of Electro-Communications(UEC) |
| 3rd Author's Name | Yusheng Ji |
| 3rd Author's Affiliation | National Institute of Informatics(NII) |
| 4th Author's Name | Tsutomu Yoshinaga |
| 4th Author's Affiliation | The University of Electro-Communications(UEC) |
| 5th Author's Name | Toshihiko Kato |
| 5th Author's Affiliation | The University of Electro-Communications(UEC) |
| Date | 2016-01-22 |
| Paper # | CQ2015-105 |
| Volume (vol) | vol.115 |
| Number (no) | CQ-408 |
| Page | pp.pp.73-78(CQ), |
| #Pages | 6 |
| Date of Issue | 2016-01-14 (CQ) |