A neuron based on a single flux qubit
Тип публикации: Journal Article
Дата публикации: 2019-07-01
scimago Q4
wos Q4
БС3
SJR: 0.200
CiteScore: 0.9
Impact factor: 0.8
ISSN: 1063777X, 10906517
General Physics and Astronomy
Physics and Astronomy (miscellaneous)
Краткое описание
The concept of creating an element base for superconducting quantum neural networks based on only a single flux qubit is presented. The behavior of the activation function is analyzed for different variants of the “quantum neuron” implementation (based on three-contact, two-contact, and five-contact interferometers), and the conditions at which this activation function is close to a sigmoid curve are determined. The prospects of using energy-efficient upgrades to the rapid single-flux-quantum logic to control the transfer and activation functions when operating a quantum neural network based on the proposed elements are discussed.The concept of creating an element base for superconducting quantum neural networks based on only a single flux qubit is presented. The behavior of the activation function is analyzed for different variants of the “quantum neuron” implementation (based on three-contact, two-contact, and five-contact interferometers), and the conditions at which this activation function is close to a sigmoid curve are determined. The prospects of using energy-efficient upgrades to the rapid single-flux-quantum logic to control the transfer and activation functions when operating a quantum neural network based on the proposed elements are discussed.
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ГОСТ
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Klenov N. V. et al. A neuron based on a single flux qubit // Low Temperature Physics. 2019. Vol. 45. No. 7. pp. 769-775.
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Klenov N. V., Kuznetsov A. V., Schegolev A. E., Soloviev I. I., Bakurskiy S. V., Kupriyanov M. Yu., Tereshonok M. V. A neuron based on a single flux qubit // Low Temperature Physics. 2019. Vol. 45. No. 7. pp. 769-775.
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TY - JOUR
DO - 10.1063/1.5111305
UR - https://doi.org/10.1063/1.5111305
TI - A neuron based on a single flux qubit
T2 - Low Temperature Physics
AU - Klenov, N V
AU - Kuznetsov, A. V.
AU - Schegolev, A E
AU - Soloviev, I I
AU - Bakurskiy, S V
AU - Kupriyanov, M Yu
AU - Tereshonok, M V
PY - 2019
DA - 2019/07/01
PB - AIP Publishing
SP - 769-775
IS - 7
VL - 45
SN - 1063-777X
SN - 1090-6517
ER -
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@article{2019_Klenov,
author = {N V Klenov and A. V. Kuznetsov and A E Schegolev and I I Soloviev and S V Bakurskiy and M Yu Kupriyanov and M V Tereshonok},
title = {A neuron based on a single flux qubit},
journal = {Low Temperature Physics},
year = {2019},
volume = {45},
publisher = {AIP Publishing},
month = {jul},
url = {https://doi.org/10.1063/1.5111305},
number = {7},
pages = {769--775},
doi = {10.1063/1.5111305}
}
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MLA
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Klenov, N. V., et al. “A neuron based on a single flux qubit.” Low Temperature Physics, vol. 45, no. 7, Jul. 2019, pp. 769-775. https://doi.org/10.1063/1.5111305.
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