| Presentation | 2021-03-05 Routing Design Method using Deep Learning for Congestion Control in Backbone Network Makoto Ito, Taiju Mikoshi, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | We have been propose a routing design method using deep neural network for guaranteed bandwidth services. The proposed method is possible to design a congestion-controlled path between the source node to the destination node by inputting the source node IDs, the destination node IDs and required bandwidth in the learning model.On the other hand, the conventional evaluation has been use the evaluation topology of the uniform link capacity, and it is not assumed of the actual network.This study verify the effectiveness of the proposed method in the topology assuming the backbone network, and examine the proposed method of stable operation from the viewpoint of path estimation success rate and congestion control. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Guaranteed Bandwidth Service / Congestion Control / Path Planning / Deep Learning / Ensemble Learning |
| Paper # | NS2020-146 |
| Date of Issue | 2021-02-25 (NS) |
| Conference Information | |
| Committee | IN / NS |
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| Conference Date | 2021/3/4(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | General |
| Chair | Kenji Ishida(Hiroshima City Univ.) / Akihiro Nakao(Univ. of Tokyo) |
| Vice Chair | Kunio Hato(Internet Multifeed) / Tetsuya Oishi(NTT) |
| Secretary | Kunio Hato(Hiroshima City Univ.) / Tetsuya Oishi(KDDI Research) |
| Assistant | / Shinya Kawano(NTT) |
| Paper Information | |
| Registration To | Technical Committee on Information Networks / Technical Committee on Network Systems |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Routing Design Method using Deep Learning for Congestion Control in Backbone Network |
| Sub Title (in English) | |
| Keyword(1) | Guaranteed Bandwidth Service |
| Keyword(2) | Congestion Control |
| Keyword(3) | Path Planning |
| Keyword(4) | Deep Learning |
| Keyword(5) | Ensemble Learning |
| 1st Author's Name | Makoto Ito |
| 1st Author's Affiliation | Nihon University(Nihon Univ.) |
| 2nd Author's Name | Taiju Mikoshi |
| 2nd Author's Affiliation | Nihon University(Nihon Univ.) |
| Date | 2021-03-05 |
| Paper # | NS2020-146 |
| Volume (vol) | vol.120 |
| Number (no) | NS-413 |
| Page | pp.pp.137-142(NS), |
| #Pages | 6 |
| Date of Issue | 2021-02-25 (NS) |