IEICE TRANSACTIONS on Electronics
A Multiple-Valued Hopfield Network Device Using Single-Electron Circuits
Summary :
We developd a method of implementing a multiple-valued Hopfield network on electronic circuits by using single-electron circuit technology. The single-electron circuit shows quantized behavior in its operation because of the discrete tunnel transport of electrons. It can therefore be successfully used for implementing neuron operation of the multiple-valued Hopfield network. The authors developed a single-electron neuron circuit that can produce the staircase transfer function required for the multiple-valued neuron. A method for constructing a multiple-valued Hopfield network by combining the neuron circuits was also developed. A sample network was designed that solves an example of the quadratic integer-programming problem. And a computer simulation demonstrated that the sample network can converge to its optimal state that represents the correct solution to the problem.
- Publication
- IEICE TRANSACTIONS on Electronics Vol.E82-C No.9 pp.1615-1622
- Publication Date
- 1999/09/25
- Publicized
- Online ISSN
- DOI
- Type of Manuscript
- Special Section PAPER (Special Issue on Integrated Electronics and New System Paradigms)
- Category
- Quantum Devices and Circuits
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Takashi YAMADA, Yoshihito AMEMIYA, "A Multiple-Valued Hopfield Network Device Using Single-Electron Circuits" in IEICE TRANSACTIONS on Electronics,
vol. E82-C, no. 9, pp. 1615-1622, September 1999, doi: .
Abstract: We developd a method of implementing a multiple-valued Hopfield network on electronic circuits by using single-electron circuit technology. The single-electron circuit shows quantized behavior in its operation because of the discrete tunnel transport of electrons. It can therefore be successfully used for implementing neuron operation of the multiple-valued Hopfield network. The authors developed a single-electron neuron circuit that can produce the staircase transfer function required for the multiple-valued neuron. A method for constructing a multiple-valued Hopfield network by combining the neuron circuits was also developed. A sample network was designed that solves an example of the quadratic integer-programming problem. And a computer simulation demonstrated that the sample network can converge to its optimal state that represents the correct solution to the problem.
URL: https://global.ieice.org/en_transactions/electronics/10.1587/e82-c_9_1615/_p
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@ARTICLE{e82-c_9_1615,
author={Takashi YAMADA, Yoshihito AMEMIYA, },
journal={IEICE TRANSACTIONS on Electronics},
title={A Multiple-Valued Hopfield Network Device Using Single-Electron Circuits},
year={1999},
volume={E82-C},
number={9},
pages={1615-1622},
abstract={We developd a method of implementing a multiple-valued Hopfield network on electronic circuits by using single-electron circuit technology. The single-electron circuit shows quantized behavior in its operation because of the discrete tunnel transport of electrons. It can therefore be successfully used for implementing neuron operation of the multiple-valued Hopfield network. The authors developed a single-electron neuron circuit that can produce the staircase transfer function required for the multiple-valued neuron. A method for constructing a multiple-valued Hopfield network by combining the neuron circuits was also developed. A sample network was designed that solves an example of the quadratic integer-programming problem. And a computer simulation demonstrated that the sample network can converge to its optimal state that represents the correct solution to the problem.},
keywords={},
doi={},
ISSN={},
month={September},}
Copy
TY - JOUR
TI - A Multiple-Valued Hopfield Network Device Using Single-Electron Circuits
T2 - IEICE TRANSACTIONS on Electronics
SP - 1615
EP - 1622
AU - Takashi YAMADA
AU - Yoshihito AMEMIYA
PY - 1999
DO -
JO - IEICE TRANSACTIONS on Electronics
SN -
VL - E82-C
IS - 9
JA - IEICE TRANSACTIONS on Electronics
Y1 - September 1999
AB - We developd a method of implementing a multiple-valued Hopfield network on electronic circuits by using single-electron circuit technology. The single-electron circuit shows quantized behavior in its operation because of the discrete tunnel transport of electrons. It can therefore be successfully used for implementing neuron operation of the multiple-valued Hopfield network. The authors developed a single-electron neuron circuit that can produce the staircase transfer function required for the multiple-valued neuron. A method for constructing a multiple-valued Hopfield network by combining the neuron circuits was also developed. A sample network was designed that solves an example of the quadratic integer-programming problem. And a computer simulation demonstrated that the sample network can converge to its optimal state that represents the correct solution to the problem.
ER -
English
