Experimental Study of a Prototype of a Superconducting Sigma Neuron for Adiabatic Neural Networks
A S Ionin
1, 2
,
N. S. Shuravin
1
,
L N Karelina
1
,
A. N. Rossolenko
1
,
M S Sidelnikov
1
,
S. V. Egorov
1
,
V I Chichkov
3
,
M V Chichkov
3
,
M V Zhdanova
3
,
A E Shchegolev
4
,
V V Bolginov
1
Тип публикации: Journal Article
Дата публикации: 2023-12-01
scimago Q3
wos Q3
БС2
SJR: 0.240
CiteScore: 2.2
Impact factor: 0.8
ISSN: 10637761, 10906509
General Physics and Astronomy
Краткое описание
The artificial neuron proposed earlier for use in superconducting neural networks is experimentally studied. The fabricated sample is a single-junction interferometer, part of the circuit of which is shunted by an additional inductance, which is also used to generate an output signal. A technological process has been developed and tested to fabricate a neuron in the form of a multilayer thin-film structure over a thick superconducting screen. The transfer function of the fabricated sample, which contains sigmoid and linear components, is experimentally measured. A theoretical model is developed to describe the relation between input and output signals in a practical superconducting neuron. The derived equations are shown to approximate experimental curves at a high level of accuracy. The linear component of the transfer function is shown to be related to the direct transmission of an input signal to a measuring circuit. Possible ways for improving the design of the sigma neuron are considered.
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Ionin A. S. et al. Experimental Study of a Prototype of a Superconducting Sigma Neuron for Adiabatic Neural Networks // Journal of Experimental and Theoretical Physics. 2023. Vol. 137. No. 6. pp. 888-898.
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Ionin A. S., Shuravin N. S., Karelina L. N., Rossolenko A., Sidelnikov M. S., Egorov S. V., Chichkov V. I., Chichkov M. V., Zhdanova M. V., Shchegolev A. E., Bolginov V. V. Experimental Study of a Prototype of a Superconducting Sigma Neuron for Adiabatic Neural Networks // Journal of Experimental and Theoretical Physics. 2023. Vol. 137. No. 6. pp. 888-898.
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TY - JOUR
DO - 10.1134/s1063776123120191
UR - https://link.springer.com/10.1134/S1063776123120191
TI - Experimental Study of a Prototype of a Superconducting Sigma Neuron for Adiabatic Neural Networks
T2 - Journal of Experimental and Theoretical Physics
AU - Ionin, A S
AU - Shuravin, N. S.
AU - Karelina, L N
AU - Rossolenko, A. N.
AU - Sidelnikov, M S
AU - Egorov, S. V.
AU - Chichkov, V I
AU - Chichkov, M V
AU - Zhdanova, M V
AU - Shchegolev, A E
AU - Bolginov, V V
PY - 2023
DA - 2023/12/01
PB - Pleiades Publishing
SP - 888-898
IS - 6
VL - 137
SN - 1063-7761
SN - 1090-6509
ER -
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@article{2023_Ionin,
author = {A S Ionin and N. S. Shuravin and L N Karelina and A. N. Rossolenko and M S Sidelnikov and S. V. Egorov and V I Chichkov and M V Chichkov and M V Zhdanova and A E Shchegolev and V V Bolginov},
title = {Experimental Study of a Prototype of a Superconducting Sigma Neuron for Adiabatic Neural Networks},
journal = {Journal of Experimental and Theoretical Physics},
year = {2023},
volume = {137},
publisher = {Pleiades Publishing},
month = {dec},
url = {https://link.springer.com/10.1134/S1063776123120191},
number = {6},
pages = {888--898},
doi = {10.1134/s1063776123120191}
}
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MLA
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Ionin, A. S., et al. “Experimental Study of a Prototype of a Superconducting Sigma Neuron for Adiabatic Neural Networks.” Journal of Experimental and Theoretical Physics, vol. 137, no. 6, Dec. 2023, pp. 888-898. https://link.springer.com/10.1134/S1063776123120191.
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