| Presentation | 1995/11/17 Neural Network Dynamics Under External Noises with Autocorrelation Katsuaki ONODERA, Takeshi KAMIO, Hiroshi NINOMIYA, Hideki ASAI, |
|---|---|
| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | This report describes the influence of the external noise with the autocorrelation on the Hopfield neural network approach to the optimization problems. In order to investigate the noise effects, several types of external noises namely chaotic. noises and uniformly random noise, are injected into the network and the improvement of the ability to trace the optimal solution is examined for the traveling salesman problem(TSP). As a result it is confirmed that the autocorrelation has the large influence on the frequency of transitions among the network states, and the noises generated from the logistic map and the double scroll attractor are useful for tracing solutions. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Hopfield neural network / autocorrelation noise / traveling salesman problem / optimization problem |
| Paper # | NLP95-75 |
| Date of Issue |
| Conference Information | |
| Committee | NLP |
|---|---|
| Conference Date | 1995/11/17(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | |
| Vice Chair | |
| Secretary | |
| Assistant | |
| Paper Information | |
| Registration To | Nonlinear Problems (NLP) |
|---|---|
| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Neural Network Dynamics Under External Noises with Autocorrelation |
| Sub Title (in English) | |
| Keyword(1) | Hopfield neural network |
| Keyword(2) | autocorrelation noise |
| Keyword(3) | traveling salesman problem |
| Keyword(4) | optimization problem |
| 1st Author's Name | Katsuaki ONODERA |
| 1st Author's Affiliation | Department of Systems Engineering, Faculty of Engineering, Shizuoka University() |
| 2nd Author's Name | Takeshi KAMIO |
| 2nd Author's Affiliation | Department of Systems Engineering, Faculty of Engineering, Shizuoka University |
| 3rd Author's Name | Hiroshi NINOMIYA |
| 3rd Author's Affiliation | Department of Systems Engineering, Faculty of Engineering, Shizuoka University |
| 4th Author's Name | Hideki ASAI |
| 4th Author's Affiliation | Department of Systems Engineering, Faculty of Engineering, Shizuoka University |
| Date | 1995/11/17 |
| Paper # | NLP95-75 |
| Volume (vol) | vol.95 |
| Number (no) | 368 |
| Page | pp.pp.- |
| #Pages | 8 |
| Date of Issue | |