| Presentation | 1994/1/21 Applications of Neural Network Which Includes Sigma Pai Units to Optimization Sadayuki Murashima, Takayuki Toyohira, Takayasu Fuchida, Hiromi Miyajima, |
|---|---|
| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | A formulation of neural network for solving traveling salesman problems is discussed.The formulation is based on the city adjacency in the tour and has an advantage of rapid convergence to the optimal state.However it is well known that the networks often converge to an invalid solution which contains closed subtours.In order to suppress the closed subtours by using higher order terms, we discuss the applicability of neural network which has an energy function of higher order to optimization.Numerical simulations show that the generation of closed subtours are suppressed effectively in the network including higher order terms. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Hopfield Network / Energy Function / Higher Order Term / Optimization |
| Paper # | CAS93-103 |
| Date of Issue |
| Conference Information | |
| Committee | CAS |
|---|---|
| Conference Date | 1994/1/21(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 | Circuits and Systems (CAS) |
|---|---|
| Language | ENG |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Applications of Neural Network Which Includes Sigma Pai Units to Optimization |
| Sub Title (in English) | |
| Keyword(1) | Hopfield Network |
| Keyword(2) | Energy Function |
| Keyword(3) | Higher Order Term |
| Keyword(4) | Optimization |
| 1st Author's Name | Sadayuki Murashima |
| 1st Author's Affiliation | Faculty of Engineering,Kagoshima University() |
| 2nd Author's Name | Takayuki Toyohira |
| 2nd Author's Affiliation | Kagoshima Techinical College |
| 3rd Author's Name | Takayasu Fuchida |
| 3rd Author's Affiliation | Faculty of Engineering,Kagoshima University |
| 4th Author's Name | Hiromi Miyajima |
| 4th Author's Affiliation | Faculty of Engineering,Information and Computer Science,Kagoshima University |
| Date | 1994/1/21 |
| Paper # | CAS93-103 |
| Volume (vol) | vol.93 |
| Number (no) | 432 |
| Page | pp.pp.- |
| #Pages | 7 |
| Date of Issue | |