Presentation | 2011-07-08 Novel Chaotic Neural Network Approach for Packet Routing Problems Takayuki KIMURA, Takefumi HIRAGURI, Kenya JIN'NO, |
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Abstract(in English) | To establish reliable communicate between users, alleviation of the packet congestion in the communication networks is the most important issue. As one of the effective routing methods for reliable communication, we have already proposed a routing method with chaotic neurodynamics. By a refractory effect which is the most important effect of chaotic neuron, the proposed routing method shows high performance for communication networks as compared to the conventional routing methods. In addition, we improved the routing method by combining information of the shortest paths and waiting times at adjacent nodes. As a result, we confirmed that the routing method is the most effective policy to alleviate the congestion of the packets. However, in the previous works, the chaotic routing method was evaluated for ideal communication networks; each node has same transmission capability and same size of buffer. From a view point of realistic application of the chaotic routing method, it is important to evaluate the performance of the routing method under more realistic conditions. In 2007, M.Hu et al. proposed a realistic communication network in which the largest storage capacity and processing capability are introduced. Thus, in this report, we evaluate the chaotic routing method for the communication networks. Results show that the chaotic routing method keeps the highest arrival rate of the packets as compared to the conventional routing methods. Then, we confirmed that the chaotic routing method has much possibility for application in the real communication networks. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Chaotic Neural Network / Routing Problems / Complex Network |
Paper # | CS2011-28 |
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Committee | CS |
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Conference Date | 2011/6/30(1days) |
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Registration To | Communication Systems (CS) |
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Language | ENG |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Novel Chaotic Neural Network Approach for Packet Routing Problems |
Sub Title (in English) | |
Keyword(1) | Chaotic Neural Network |
Keyword(2) | Routing Problems |
Keyword(3) | Complex Network |
1st Author's Name | Takayuki KIMURA |
1st Author's Affiliation | Department of Electrical and Electronic Engineering, Nippon Institute of Technology() |
2nd Author's Name | Takefumi HIRAGURI |
2nd Author's Affiliation | Department of Electrical and Electronic Engineering, Nippon Institute of Technology |
3rd Author's Name | Kenya JIN'NO |
3rd Author's Affiliation | Department of Electrical and Electronic Engineering, Nippon Institute of Technology |
Date | 2011-07-08 |
Paper # | CS2011-28 |
Volume (vol) | vol.111 |
Number (no) | 117 |
Page | pp.pp.- |
#Pages | 6 |
Date of Issue |