| Presentation | 2018-12-25 Network traffic prediction method considering chaos theory with TCP and UDP Naoto Suzuki, Sumiko Miyata, |
|---|---|
| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | With the diversification of streaming communication, we need to predict network traffic in a mixed environment of TCP and UDP. Therefore, various schemes for predicting streaming traffic flowing over a network have been proposed. However, these methods can only be applied to steady state traffic, and take much time to predict the traffic. On the other hand, since it is reported that the amount of Internet traffic always fluctuates greatly, the prediction should be made as shortly as possible. In this paper, it is pointed out that self-similarity which is characteristic of chaos can be seen in network traffic. Moreover, we show that network traffic can be predicted in the short term by using deterministic nonlinear nature. In addition, simulation is performed by using model for 30 client terminals and servers. We show that traffic data occurs chaos. Moreover, we show the effectiveness of this method by using proposed traffic prediction. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Chaos Theory / Local Reconstruction / Traffic Prediction / Attractor |
| Paper # | MoNA2018-43 |
| Date of Issue | 2018-12-18 (MoNA) |
| Conference Information | |
| Committee | MoNA |
|---|---|
| Conference Date | 2018/12/25(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | General |
| Chair | Ryoichi Shinkuma(Kyoto Univ.) |
| Vice Chair | Shigeaki Tagashira(Kansai Univ.) / Gen Kitagata(Tohoku Univ.) |
| Secretary | Shigeaki Tagashira(Kyushu Univ.) / Gen Kitagata(NEC) |
| Assistant | Ken Usui(KDDI Research) / Kenji Kanai(Waseda Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Mobile Network and Applications |
|---|---|
| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Network traffic prediction method considering chaos theory with TCP and UDP |
| Sub Title (in English) | |
| Keyword(1) | Chaos Theory |
| Keyword(2) | Local Reconstruction |
| Keyword(3) | Traffic Prediction |
| Keyword(4) | Attractor |
| 1st Author's Name | Naoto Suzuki |
| 1st Author's Affiliation | Shibaura Institute of Technology(SIT) |
| 2nd Author's Name | Sumiko Miyata |
| 2nd Author's Affiliation | Shibaura Institute of Technology(SIT) |
| Date | 2018-12-25 |
| Paper # | MoNA2018-43 |
| Volume (vol) | vol.118 |
| Number (no) | MoNA-378 |
| Page | pp.pp.25-30(MoNA), |
| #Pages | 6 |
| Date of Issue | 2018-12-18 (MoNA) |