| Presentation | 2012-09-21 Utilization of Reinforcement Learning for Broadcast Transmission in Inter-Vehicle Communication Shinichiro MURATA, Takuji TACHIBANA, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In broadcast transmission for inter-vehicle communication, a vehicle that sensed an event broadcasts sensing information to the vehicle behind. However, by using existing methods, the amount of data each vehicle receives depends on the road conditions. For example, a lot of data is transmitted to a vehicle redundantly or a vehicle cannot receive any data. In this paper, in order for each vehicle to receive the pre-decided number of data for inter vehicle communication, we propose a broadcast transmission with reinforcement learning. Here, the target number of data is set for each vehicle, and the vehicle obtains rewards based on the action. Then, the vehicle learns the optical action so that the maximum rewards can be obtained. Finally, each vehicle preforms the optimal action. We evaluate the performance of our proposed method. In numerical example, we show the effectiveness of the proposed method. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | VANET / Reinforcement learning / Broadcast / Q-learning / Reward function |
| Paper # | NS2012-68 |
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| Conference Information | |
| Committee | NS |
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| Conference Date | 2012/9/13(1days) |
| Place (in Japanese) | (See Japanese page) |
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| Topics (in Japanese) | (See Japanese page) |
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| Registration To | Network Systems(NS) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Utilization of Reinforcement Learning for Broadcast Transmission in Inter-Vehicle Communication |
| Sub Title (in English) | |
| Keyword(1) | VANET |
| Keyword(2) | Reinforcement learning |
| Keyword(3) | Broadcast |
| Keyword(4) | Q-learning |
| Keyword(5) | Reward function |
| 1st Author's Name | Shinichiro MURATA |
| 1st Author's Affiliation | Graduate School of Engineering University of Fukui() |
| 2nd Author's Name | Takuji TACHIBANA |
| 2nd Author's Affiliation | Graduate School of Engineering University of Fukui |
| Date | 2012-09-21 |
| Paper # | NS2012-68 |
| Volume (vol) | vol.112 |
| Number (no) | 208 |
| Page | pp.pp.- |
| #Pages | 4 |
| Date of Issue | |