| Presentation | 2003/1/28 Multiple Valued Hopfield Network Using Single-Electron Circuits Takahide OYA, Takashi YAMADA, Tetusya ASAI, Yoshihito AMEMIYA, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | We propose the method of implementing the multiple-valued Hopfield network on electronic circuits using the single-electron circuit technology. The single-electron circuit shows quantized behavior in its operation owing to the Coulomb blockade effect in electron tunneling, so the operation of the multiple-valued Hopfield network can be implemented easily by the use of single-electron circuits. We propose a single-electron neuron circuit that can produce a staircase transfer function required for the multiple-valued neuron, and also proposes a method of constructing multiple-valued Hopfield networks by combining the neuron circuits. We design a sample network that implements a problem instance of the quadratic integer optimization. It is shown, by computer simulation, that the sample network can converge to the minimum energy state that represents the correct solution to the problem. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Hopfield network / Combinatorial optimization problem / Single-electron tunneling / Multiple-valued logic |
| Paper # | NC2002-122 |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 2003/1/28(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Paper Information | |
| Registration To | Neurocomputing (NC) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Multiple Valued Hopfield Network Using Single-Electron Circuits |
| Sub Title (in English) | |
| Keyword(1) | Hopfield network |
| Keyword(2) | Combinatorial optimization problem |
| Keyword(3) | Single-electron tunneling |
| Keyword(4) | Multiple-valued logic |
| 1st Author's Name | Takahide OYA |
| 1st Author's Affiliation | Department of Electrical Engineering, Hokkaido University() |
| 2nd Author's Name | Takashi YAMADA |
| 2nd Author's Affiliation | Department of Electrical Engineering, Hokkaido University |
| 3rd Author's Name | Tetusya ASAI |
| 3rd Author's Affiliation | Department of Electrical Engineering, Hokkaido University |
| 4th Author's Name | Yoshihito AMEMIYA |
| 4th Author's Affiliation | Department of Electrical Engineering, Hokkaido University |
| Date | 2003/1/28 |
| Paper # | NC2002-122 |
| Volume (vol) | vol.102 |
| Number (no) | 628 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |