| Presentation | 2003/7/7 Control of Chaotic Neural Networks for Optimisation Problems Using Reinforcement Learning Norihisa SATO, Masaharu ADACHI, Makoto KOTANI, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | We attempt to control chaotic neural networks for optimization problems from a periodic state to non-periodic states that include solutions. In this report, a chaotic neural network to solve a five-cities travelling salesman problem (TSP) is controlled with the reinforcement learning. In the reinforcement learning for the control, the reward for a control action is given by evaluating the energy decreasing and the firing rate of the network. Even with such a simple reinforcement learning, the control makes the network to show the states that include the solutions of the TSP, however it fails to obtain the optimal solution with the above simple criterion for the reinforcement learning. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | reinforcement lerning / chaotic neural networks / optimisation problems |
| Paper # | NLP2003-42 |
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| Conference Information | |
| Committee | NLP |
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| Conference Date | 2003/7/7(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
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| Vice Chair | |
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| Paper Information | |
| Registration To | Nonlinear Problems (NLP) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Control of Chaotic Neural Networks for Optimisation Problems Using Reinforcement Learning |
| Sub Title (in English) | |
| Keyword(1) | reinforcement lerning |
| Keyword(2) | chaotic neural networks |
| Keyword(3) | optimisation problems |
| 1st Author's Name | Norihisa SATO |
| 1st Author's Affiliation | Department of Electronic Engineering,Graduate School of Engineering, Tokyo Denki University() |
| 2nd Author's Name | Masaharu ADACHI |
| 2nd Author's Affiliation | Department of Electronic Engineering,Graduate School of Engineering, Tokyo Denki University |
| 3rd Author's Name | Makoto KOTANI |
| 3rd Author's Affiliation | Department of Electronic Engineering,Graduate School of Engineering, Tokyo Denki University |
| Date | 2003/7/7 |
| Paper # | NLP2003-42 |
| Volume (vol) | vol.103 |
| Number (no) | 185 |
| Page | pp.pp.- |
| #Pages | 4 |
| Date of Issue | |