| Presentation | 2019-07-18 [Poster Presentation] A Study on Pseudo Traffic Generation Using Machine Learning Tetsuya Yamagiwa, Kohei Watabe, Kenji Nakagawa, |
|---|---|
| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | When we constructing a network, it is important to use a tra?c generator that generates realistic tra?c and perform load tests on network devices such servers. However, it is di?cult for tra?c generators to generate pseudo tra?c that reproduces the multi-aspect characteristics of actual tra?c. On the other hand, research on machine learning in the ?eld of image processing has been developed. In this paper, we propose a tra?c generator with machine learning technology which utilizes a dimensional compression method. The proposed method learns tra?c data of any length and generates tra?c. The validity of the generated tra?c is veri?ed using Kolmogorov-Smirnov test as a performance measure, which tests the equality of two probability distributions. We con?rmed that a distribution of generated tra?c was not far from that of the actual tra?c data. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Tra?c generator / Machine learning / Generative adversarial networks |
| Paper # | CQ2019-38 |
| Date of Issue | 2019-07-11 (CQ) |
| Conference Information | |
| Committee | CQ |
|---|---|
| Conference Date | 2019/7/18(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Niigata Univ. |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Assessment, Measurement and Control of QoE and QoS, etc. |
| Chair | Hideyuki Shimonishi(NEC) |
| Vice Chair | Jun Okamoto(NTT) / Takefumi Hiraguri(Nippon Inst. of Tech.) |
| Secretary | Jun Okamoto(Nippon Inst. of Tech.) / Takefumi Hiraguri(Doshisha Univ.) |
| Assistant | Chikara Sasaki(KDDI Research) / Yoshiaki Nishikawa(NEC) / Takuto Kimura(NTT) |
| Paper Information | |
| Registration To | Technical Committee on Communication Quality |
|---|---|
| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | [Poster Presentation] A Study on Pseudo Traffic Generation Using Machine Learning |
| Sub Title (in English) | |
| Keyword(1) | Tra?c generator |
| Keyword(2) | Machine learning |
| Keyword(3) | Generative adversarial networks |
| 1st Author's Name | Tetsuya Yamagiwa |
| 1st Author's Affiliation | Nagaoka University of Technology(Nagaoka Univ. of Tech.) |
| 2nd Author's Name | Kohei Watabe |
| 2nd Author's Affiliation | Nagaoka University of Technology(Nagaoka Univ. of Tech.) |
| 3rd Author's Name | Kenji Nakagawa |
| 3rd Author's Affiliation | Nagaoka University of Technology(Nagaoka Univ. of Tech.) |
| Date | 2019-07-18 |
| Paper # | CQ2019-38 |
| Volume (vol) | vol.119 |
| Number (no) | CQ-125 |
| Page | pp.pp.27-29(CQ), |
| #Pages | 3 |
| Date of Issue | 2019-07-11 (CQ) |