Open Access
Dynamic processes in a superconducting adiabatic neuron with non-shunted josephson contacts
Marina V. Bastrakova
1, 2
,
Anastasiya Gorchavkina
1, 3
,
Andrey Schegolev
2, 4
,
Igor I. Soloviev
4, 6
,
Arkady M. Satanin
3, 6
,
Maxim Tereshonok
2, 7
1
4
Publication type: Journal Article
Publication date: 2021-09-18
Chemistry (miscellaneous)
Physics and Astronomy (miscellaneous)
General Mathematics
Computer Science (miscellaneous)
Abstract
We investigated the dynamic processes in a superconducting neuron based on Josephson contacts without resistive shunting (SC-neuron). Such a cell is a key element of perceptron-type neural networks that operate in both classical and quantum modes. The analysis of the obtained results allowed us to find the mode when the transfer characteristic of the element implements the “sigmoid” activation function. The numerical approach to the analysis of the equations of motion and the Monte Carlo method revealed the influence of inertia (capacitances), dissipation, and temperature on the dynamic characteristics of the neuron.
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Metrics
14
Total citations:
14
Citations from 2024:
6
(42.86%)
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GOST
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Bastrakova M. V. et al. Dynamic processes in a superconducting adiabatic neuron with non-shunted josephson contacts // Symmetry. 2021. Vol. 13. No. 9. p. 1735.
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Bastrakova M. V., Gorchavkina A., Schegolev A., Klenov N. V., Soloviev I. I., Satanin A. M., Tereshonok M. Dynamic processes in a superconducting adiabatic neuron with non-shunted josephson contacts // Symmetry. 2021. Vol. 13. No. 9. p. 1735.
Cite this
RIS
Copy
TY - JOUR
DO - 10.3390/sym13091735
UR - https://doi.org/10.3390/sym13091735
TI - Dynamic processes in a superconducting adiabatic neuron with non-shunted josephson contacts
T2 - Symmetry
AU - Bastrakova, Marina V.
AU - Gorchavkina, Anastasiya
AU - Schegolev, Andrey
AU - Klenov, Nikolay V.
AU - Soloviev, Igor I.
AU - Satanin, Arkady M.
AU - Tereshonok, Maxim
PY - 2021
DA - 2021/09/18
PB - MDPI
SP - 1735
IS - 9
VL - 13
SN - 2073-8994
ER -
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BibTex (up to 50 authors)
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@article{2021_Bastrakova,
author = {Marina V. Bastrakova and Anastasiya Gorchavkina and Andrey Schegolev and Nikolay V. Klenov and Igor I. Soloviev and Arkady M. Satanin and Maxim Tereshonok},
title = {Dynamic processes in a superconducting adiabatic neuron with non-shunted josephson contacts},
journal = {Symmetry},
year = {2021},
volume = {13},
publisher = {MDPI},
month = {sep},
url = {https://doi.org/10.3390/sym13091735},
number = {9},
pages = {1735},
doi = {10.3390/sym13091735}
}
Cite this
MLA
Copy
Bastrakova, Marina V., et al. “Dynamic processes in a superconducting adiabatic neuron with non-shunted josephson contacts.” Symmetry, vol. 13, no. 9, Sep. 2021, p. 1735. https://doi.org/10.3390/sym13091735.