| Presentation | 2019-01-24 A Routing Algorithm using machine learning for Wireless Mesh Networks Genki Komuro, Hiroyuki Suzuki, Akio Koyama, |
|---|---|
| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In recent years, attention has been focused on a Wireless Mesh Networks (WMN) that can expand a wireless area with the spread of wireless terminals. Routing that determines the route to be used at the time of communication is largely influenced by the performance of the WMN, but existing routing protocols do not take into account the performance deterioration of the route by changing of traffic and wireless environment after the route is constructed. In this paper, we propose a route reconstruction method which detects performance degradation of the route and makes the route reconstruction. In this method, a destination node monitors the performance of routes, and reconstructs the routes when degradation is detected based on criterion selected by machine learning. By performance evaluation, we show the effectiveness of the proposed method by comparison with the conventional method. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | WMN(Wireless Mesh Networks) / Machine Learning / Reinforcement Learning / Routing Algorithm / Performance Degradation / Route Reconstruction |
| Paper # | SR2018-107 |
| Date of Issue | 2019-01-17 (SR) |
| Conference Information | |
| Committee | SR |
|---|---|
| Conference Date | 2019/1/24(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Corasse, Fukushima city (Fukushima prefecture) |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | cognitive radio, machine learning application, heterogeneous network, SDN, IoT etc. |
| Chair | Kenta Umebayashi(Tokyo Univ. of Agric. and Tech.) |
| Vice Chair | Masayuki Ariyoshi(NEC) / Suguru Kameda(Tohoku Univ.) |
| Secretary | Masayuki Ariyoshi(NICT) / Suguru Kameda(ATR) |
| Assistant | Gia Khanh Tran(Tokyo Inst. of Tech.) / Syusuke Narieda(Mie Univ.) / Koji Ohshima(Kozo Keikaku Engineering) / Mai Ohta(Fukuoka Univ.) / Teppei Oyama(Fujitsu Lab.) |
| Paper Information | |
| Registration To | Technical Committee on Smart Radio |
|---|---|
| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A Routing Algorithm using machine learning for Wireless Mesh Networks |
| Sub Title (in English) | |
| Keyword(1) | WMN(Wireless Mesh Networks) |
| Keyword(2) | Machine Learning |
| Keyword(3) | Reinforcement Learning |
| Keyword(4) | Routing Algorithm |
| Keyword(5) | Performance Degradation |
| Keyword(6) | Route Reconstruction |
| 1st Author's Name | Genki Komuro |
| 1st Author's Affiliation | Yamagata University(Yamagata University) |
| 2nd Author's Name | Hiroyuki Suzuki |
| 2nd Author's Affiliation | Yamagata University(Yamagata University) |
| 3rd Author's Name | Akio Koyama |
| 3rd Author's Affiliation | Yamagata University(Yamagata University) |
| Date | 2019-01-24 |
| Paper # | SR2018-107 |
| Volume (vol) | vol.118 |
| Number (no) | SR-421 |
| Page | pp.pp.71-77(SR), |
| #Pages | 7 |
| Date of Issue | 2019-01-17 (SR) |