| Presentation | 2015-08-07 A Packet Routing Method Using A Neural Network With Waiting Transmitted Information Tohru Takamizawa, Takayuki Kimura, Kenya Jin'no, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Recently, the number of Internet users drastically increases because of the widespread mobile devices. Therefore, the packet congestion occurs in the communication network. In case of that, the packets are delayed to be transmitted because the packets are trapped into the congested nodes. To avoid such undesirable problems, the routing method that uses the mutually connected neural networks has been proposed. This routing method shows good performance for regular topological communication networks. However, its performance declines for irregular topological communication networks. To improve its performance for irregular topological communication networks, we propose the routing method using a neural network with waiting transmission information. Then, we confirmed that our proposed routing method shows good performance by the effective path selection using waiting transmission information. In the previous numerical experiment, we applied our proposed routing method to the network models in which the number of flowing packets are fixed. On the other hand, other routing method has been evaluated by the packet congestion rate which determines a shift point of the communication network from free flow state to congested. Then, we evaluate our proposed method using the packet congestion rate in this report. From the results of the numerical experiment, our proposed routing method shows lower packet congestion rate than the conventional routing methods using the waiting transmission information effectively. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | neural network / packet routing / computer network |
| Paper # | CCS2015-44 |
| Date of Issue | 2015-07-30 (CCS) |
| Conference Information | |
| Committee | CCS |
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| Conference Date | 2015/8/6(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Dai-ichi Takimotokan (Noboribetsu, Hokkaido) |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Network Science, etc. |
| Chair | Hiroo Sekiya(Chiba Univ.) |
| Vice Chair | Yasuhiro Tsubo(Ritsumeikan Univ.) / Naoki Wakamiya(Osaka Univ.) |
| Secretary | Yasuhiro Tsubo(Kagawa National College of Tech.) / Naoki Wakamiya(Kyoto Sangyo Univ.) |
| Assistant | Takayuki Kimura(Nippon Inst. of Tech.) / Song-Ju Kim(NIMS) / Ryo Takahashi(Kyoto Univ.) / Junnosuke Teramae(Osaka Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Complex Communication Sciences |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A Packet Routing Method Using A Neural Network With Waiting Transmitted Information |
| Sub Title (in English) | |
| Keyword(1) | neural network |
| Keyword(2) | packet routing |
| Keyword(3) | computer network |
| 1st Author's Name | Tohru Takamizawa |
| 1st Author's Affiliation | Nippon Institute of Technology(Nippon Inst. of Tech.) |
| 2nd Author's Name | Takayuki Kimura |
| 2nd Author's Affiliation | Nippon Institute of Technology(Nippon Inst. of Tech.) |
| 3rd Author's Name | Kenya Jin'no |
| 3rd Author's Affiliation | Nippon Institute of Technology(Nippon Inst. of Tech.) |
| Date | 2015-08-07 |
| Paper # | CCS2015-44 |
| Volume (vol) | vol.115 |
| Number (no) | CCS-178 |
| Page | pp.pp.85-90(CCS), |
| #Pages | 6 |
| Date of Issue | 2015-07-30 (CCS) |