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Bifurcation and Entropy Analysis of a Chaotic Spike Oscillator Circuit Based on the S-Switch

This paper presents a model and experimental study of a chaotic spike oscillator based on a leaky integrate-and-fire (LIF) neuron, which has a switching element with an S-type current-voltage characteristic (S-switch). The oscillator generates spikes of the S-switch in the form of chaotic pulse posi...

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Autores principales: Boriskov, Petr, Velichko, Andrei, Shilovsky, Nikolay, Belyaev, Maksim
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9689857/
https://www.ncbi.nlm.nih.gov/pubmed/36421548
http://dx.doi.org/10.3390/e24111693
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author Boriskov, Petr
Velichko, Andrei
Shilovsky, Nikolay
Belyaev, Maksim
author_facet Boriskov, Petr
Velichko, Andrei
Shilovsky, Nikolay
Belyaev, Maksim
author_sort Boriskov, Petr
collection PubMed
description This paper presents a model and experimental study of a chaotic spike oscillator based on a leaky integrate-and-fire (LIF) neuron, which has a switching element with an S-type current-voltage characteristic (S-switch). The oscillator generates spikes of the S-switch in the form of chaotic pulse position modulation driven by the feedback with rate coding instability of LIF neuron. The oscillator model with piecewise function of the S-switch has resistive feedback using a second order filter. The oscillator circuit is built on four operational amplifiers and two field-effect transistors (MOSFETs) that form an S-switch based on a Schmitt trigger, an active RC filter and a matching amplifier. We investigate the bifurcation diagrams of the model and the circuit and calculate the entropy of oscillations. For the analog circuit, the “regular oscillation-chaos” transition is analysed in a series of tests initiated by a step voltage in the matching amplifier. Entropy values are used to estimate the average time for the transition of oscillations to chaos and the degree of signal correlation of the transition mode of different tests. Study results can be applied in various reservoir computing applications, for example, in choosing and configuring the LogNNet network reservoir circuits.
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spelling pubmed-96898572022-11-25 Bifurcation and Entropy Analysis of a Chaotic Spike Oscillator Circuit Based on the S-Switch Boriskov, Petr Velichko, Andrei Shilovsky, Nikolay Belyaev, Maksim Entropy (Basel) Article This paper presents a model and experimental study of a chaotic spike oscillator based on a leaky integrate-and-fire (LIF) neuron, which has a switching element with an S-type current-voltage characteristic (S-switch). The oscillator generates spikes of the S-switch in the form of chaotic pulse position modulation driven by the feedback with rate coding instability of LIF neuron. The oscillator model with piecewise function of the S-switch has resistive feedback using a second order filter. The oscillator circuit is built on four operational amplifiers and two field-effect transistors (MOSFETs) that form an S-switch based on a Schmitt trigger, an active RC filter and a matching amplifier. We investigate the bifurcation diagrams of the model and the circuit and calculate the entropy of oscillations. For the analog circuit, the “regular oscillation-chaos” transition is analysed in a series of tests initiated by a step voltage in the matching amplifier. Entropy values are used to estimate the average time for the transition of oscillations to chaos and the degree of signal correlation of the transition mode of different tests. Study results can be applied in various reservoir computing applications, for example, in choosing and configuring the LogNNet network reservoir circuits. MDPI 2022-11-19 /pmc/articles/PMC9689857/ /pubmed/36421548 http://dx.doi.org/10.3390/e24111693 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Boriskov, Petr
Velichko, Andrei
Shilovsky, Nikolay
Belyaev, Maksim
Bifurcation and Entropy Analysis of a Chaotic Spike Oscillator Circuit Based on the S-Switch
title Bifurcation and Entropy Analysis of a Chaotic Spike Oscillator Circuit Based on the S-Switch
title_full Bifurcation and Entropy Analysis of a Chaotic Spike Oscillator Circuit Based on the S-Switch
title_fullStr Bifurcation and Entropy Analysis of a Chaotic Spike Oscillator Circuit Based on the S-Switch
title_full_unstemmed Bifurcation and Entropy Analysis of a Chaotic Spike Oscillator Circuit Based on the S-Switch
title_short Bifurcation and Entropy Analysis of a Chaotic Spike Oscillator Circuit Based on the S-Switch
title_sort bifurcation and entropy analysis of a chaotic spike oscillator circuit based on the s-switch
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9689857/
https://www.ncbi.nlm.nih.gov/pubmed/36421548
http://dx.doi.org/10.3390/e24111693
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