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Pis'ma v Zhurnal Èksperimental'noi i Teoreticheskoi Fiziki, 2023, Volume 118, Issue 10, Pages 761–768
DOI: https://doi.org/10.31857/S123456782322010X
(Mi jetpl7092)
 

This article is cited in 1 scientific paper (total in 1 paper)

CONDENSED MATTER

Experimental study of the transfer function of a superconducting Gauss neuron prototype

A. S. Ioninab, L. N. Karelinab, N. S. Shuravinb, M. S. Sidelnikovb, F. A. Razorenovab, S. V. Egorovb, V. V. Bol'ginovb

a Moscow Institute of Physics and Technology (National Research University), Dolgoprudnyi, Moscow region, 141701 Russia
b Osipyan Institute of Solid State Physics, Russian Academy of Sciences, Chernogolovka, Moscow region, 142432 Russia
References:
Abstract: The transfer function of a shunted two-junction interferometer, which was previously proposed as a basic element of superconducting neural networks based on radial basis functions, has been measured for the first time. The sample has been implemented in the form of a multilayer thin-film structure over a thick superconducting screen with the inductive supply of an input signal and the readout of an output signal. It has been found that the transfer function is the sum of the linear and periodic bell-shaped components. The linear component is likely due to the direct transfer of the input magnetic flux to the measuring circuit. The shape of the nonlinear component, which is the output signal of a Gauss neuron, can be approximately described by a Gaussian distribution function or, more precisely, by a parametric dependence derived theoretically in previous works. It has been shown that the transfer function of the Gauss neuron can depend on the choice of the working point of the measuring circuit, which promotes the development of integrated neural networks based on implemented elements.
Funding agency Grant number
Russian Science Foundation 23-72-00053
The experimental study and analysis of the transfer function of the Gauss neuron (see Section 3) were carried out at the Osipyan Institute of Solid State Physics, Russian Academy of Sciences and were supported by the Russian Science Foundation (project no. 23-72-00053).
Received: 03.10.2023
Revised: 19.10.2023
Accepted: 20.10.2023
English version:
Journal of Experimental and Theoretical Physics Letters, 2023, Volume 118, Issue 10, Pages 766–772
DOI: https://doi.org/10.1134/S002136402360324X
Bibliographic databases:
Document Type: Article
Language: Russian
Citation: A. S. Ionin, L. N. Karelina, N. S. Shuravin, M. S. Sidelnikov, F. A. Razorenov, S. V. Egorov, V. V. Bol'ginov, “Experimental study of the transfer function of a superconducting Gauss neuron prototype”, Pis'ma v Zh. Èksper. Teoret. Fiz., 118:10 (2023), 761–768; JETP Letters, 118:10 (2023), 766–772
Citation in format AMSBIB
\Bibitem{IonKarShu23}
\by A.~S.~Ionin, L.~N.~Karelina, N.~S.~Shuravin, M.~S.~Sidelnikov, F.~A.~Razorenov, S.~V.~Egorov, V.~V.~Bol'ginov
\paper Experimental study of the transfer function of a superconducting Gauss neuron prototype
\jour Pis'ma v Zh. \`Eksper. Teoret. Fiz.
\yr 2023
\vol 118
\issue 10
\pages 761--768
\mathnet{http://mi.mathnet.ru/jetpl7092}
\crossref{https://doi.org/10.31857/S123456782322010X}
\edn{https://elibrary.ru/pifztk}
\transl
\jour JETP Letters
\yr 2023
\vol 118
\issue 10
\pages 766--772
\crossref{https://doi.org/10.1134/S002136402360324X}
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  • https://www.mathnet.ru/eng/jetpl/v118/i10/p761
  • This publication is cited in the following 1 articles:
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    Письма в Журнал экспериментальной и теоретической физики Pis'ma v Zhurnal Иksperimental'noi i Teoreticheskoi Fiziki
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    References:14
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