Presentation | 2019-07-18 [Poster Presentation] A Study on Pseudo Traffic Generation Using Machine Learning Tetsuya Yamagiwa, Kohei Watabe, Kenji Nakagawa, |
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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 |
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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 |
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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) |