| Presentation | 2017-01-19 A Reinforcement Learning-based Data Storage Scheme for VANETs Celimuge Wu, Tsutomu Yoshinaga, Yusheng Ji, |
|---|---|
| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Vehicular ad hoc networks (VANETs) have been attracting interest for their potential roles in intelligent transport systems (ITS). In order to enable distributed ITS, there is a need to maintain some information in the vehicular networks without the support of any infrastructure such as road side units. In this paper, we propose a protocol which can store the data in VANETs by transferring data to a new carrier (vehicle) before the current data carrier is moving out of a specified region. For the next data carrier node selection, the protocol employs fuzzy logic to evaluate instant reward by taking into account multiple metrics specifically throughput, vehicle velocity, and bandwidth efficiency. In addition, a reinforcement learning-based algorithm is used to consider the future reward of a decision. We use computer simulations to evaluate the proposed protocol. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | |
| Paper # | CQ2016-92 |
| Date of Issue | 2017-01-12 (CQ) |
| Conference Information | |
| Committee | CQ |
|---|---|
| Conference Date | 2017/1/19(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Osaka University Nakanoshima Center |
| 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(Osaka Univ.) / Hideyuki Shimonishi(Keio Univ.) |
| Assistant | Hirantha Abeysekera(NTT) / Norihiro Fukumoto(KDDI R&D Labs.) |
| Paper Information | |
| Registration To | Technical Committee on Communication Quality |
|---|---|
| Language | ENG |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A Reinforcement Learning-based Data Storage Scheme for VANETs |
| Sub Title (in English) | |
| Keyword(1) | |
| Keyword(2) | |
| Keyword(3) | |
| Keyword(4) | |
| 1st Author's Name | Celimuge Wu |
| 1st Author's Affiliation | The University of Electro-Communications(UEC) |
| 2nd Author's Name | Tsutomu Yoshinaga |
| 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) |
| Date | 2017-01-19 |
| Paper # | CQ2016-92 |
| Volume (vol) | vol.116 |
| Number (no) | CQ-403 |
| Page | pp.pp.13-18(CQ), |
| #Pages | 6 |
| Date of Issue | 2017-01-12 (CQ) |