Presentation | 1999/3/19 Solving Combinational Optimization Problems with the Quantum Hopfield Network E. TOKUDA, N. ASAHI, M. AKAZAWA, Y. AMEMIYA, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | The quantum Hopfield network is a kind of recurrent neural network that can always converge to the global minimum state without being stuck in local minima. This property is obtained by utilizing the co-tunneling phenomenon in quantum systems. This paper proposes a method of constructing the quantum Hopfield network by using single-electron circuits. The operation of the single-electron quantum Hopfield network is analized by computer simulation, assuming an instance of combinatrial optimization problems. It is demonstrated that, starting with a given initial state, the 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) | Quantum Hopfield Network / single-electron circuits / co-tunneling / solving for certain |
Paper # | NC98-163 |
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Committee | NC |
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Conference Date | 1999/3/19(1days) |
Place (in Japanese) | (See Japanese page) |
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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) | Solving Combinational Optimization Problems with the Quantum Hopfield Network |
Sub Title (in English) | |
Keyword(1) | Quantum Hopfield Network |
Keyword(2) | single-electron circuits |
Keyword(3) | co-tunneling |
Keyword(4) | solving for certain |
1st Author's Name | E. TOKUDA |
1st Author's Affiliation | Faculty of Engineering, Hokkaido University() |
2nd Author's Name | N. ASAHI |
2nd Author's Affiliation | Faculty of Engineering, Hokkaido University |
3rd Author's Name | M. AKAZAWA |
3rd Author's Affiliation | Faculty of Engineering, Hokkaido University |
4th Author's Name | Y. AMEMIYA |
4th Author's Affiliation | Faculty of Engineering, Hokkaido University |
Date | 1999/3/19 |
Paper # | NC98-163 |
Volume (vol) | vol.98 |
Number (no) | 674 |
Page | pp.pp.- |
#Pages | 6 |
Date of Issue |