Cargando…

A Novel Piecewise Tri-Stable Stochastic Resonance System Driven by Dichotomous Noise

Stochastic resonance (SR) has been widely studied as a means of signal processing since its conception. Since SR is different from other denoising methods in nature, it can be used for not only feature extraction but also signal enhancement. Additive white Gaussian noise (AWGN) is often used as a dr...

Descripción completa

Detalles Bibliográficos
Autores principales: Zhao, Shuai, Shi, Peiming
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9863911/
https://www.ncbi.nlm.nih.gov/pubmed/36679820
http://dx.doi.org/10.3390/s23021022
_version_ 1784875452334080000
author Zhao, Shuai
Shi, Peiming
author_facet Zhao, Shuai
Shi, Peiming
author_sort Zhao, Shuai
collection PubMed
description Stochastic resonance (SR) has been widely studied as a means of signal processing since its conception. Since SR is different from other denoising methods in nature, it can be used for not only feature extraction but also signal enhancement. Additive white Gaussian noise (AWGN) is often used as a driving source in SR research due to its convenience in numerical simulation and uniform distribution, but as a special noise, it is of great significance to study the SR principle of dichotomous noise as a driving source for nonlinear dynamics. In this paper, the method of piecewise tri-stable SR (PTSR) driven by dichotomous noise is studied, and it is verified that signal enhancement can still be achieved in the PTSR system. At the same time, the influence of the parameters of the PTSR system, periodic signal, and dichotomous noise on the mean of signal-to-noise ratio gain (SNR-GM) is analyzed. Finally, dichotomous noise and AWGN are used as the driving sources of the PTSR system, and the signal enhancement ability and noise resistance ability of the two drivers are compared.
format Online
Article
Text
id pubmed-9863911
institution National Center for Biotechnology Information
language English
publishDate 2023
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-98639112023-01-22 A Novel Piecewise Tri-Stable Stochastic Resonance System Driven by Dichotomous Noise Zhao, Shuai Shi, Peiming Sensors (Basel) Article Stochastic resonance (SR) has been widely studied as a means of signal processing since its conception. Since SR is different from other denoising methods in nature, it can be used for not only feature extraction but also signal enhancement. Additive white Gaussian noise (AWGN) is often used as a driving source in SR research due to its convenience in numerical simulation and uniform distribution, but as a special noise, it is of great significance to study the SR principle of dichotomous noise as a driving source for nonlinear dynamics. In this paper, the method of piecewise tri-stable SR (PTSR) driven by dichotomous noise is studied, and it is verified that signal enhancement can still be achieved in the PTSR system. At the same time, the influence of the parameters of the PTSR system, periodic signal, and dichotomous noise on the mean of signal-to-noise ratio gain (SNR-GM) is analyzed. Finally, dichotomous noise and AWGN are used as the driving sources of the PTSR system, and the signal enhancement ability and noise resistance ability of the two drivers are compared. MDPI 2023-01-16 /pmc/articles/PMC9863911/ /pubmed/36679820 http://dx.doi.org/10.3390/s23021022 Text en © 2023 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
Zhao, Shuai
Shi, Peiming
A Novel Piecewise Tri-Stable Stochastic Resonance System Driven by Dichotomous Noise
title A Novel Piecewise Tri-Stable Stochastic Resonance System Driven by Dichotomous Noise
title_full A Novel Piecewise Tri-Stable Stochastic Resonance System Driven by Dichotomous Noise
title_fullStr A Novel Piecewise Tri-Stable Stochastic Resonance System Driven by Dichotomous Noise
title_full_unstemmed A Novel Piecewise Tri-Stable Stochastic Resonance System Driven by Dichotomous Noise
title_short A Novel Piecewise Tri-Stable Stochastic Resonance System Driven by Dichotomous Noise
title_sort novel piecewise tri-stable stochastic resonance system driven by dichotomous noise
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9863911/
https://www.ncbi.nlm.nih.gov/pubmed/36679820
http://dx.doi.org/10.3390/s23021022
work_keys_str_mv AT zhaoshuai anovelpiecewisetristablestochasticresonancesystemdrivenbydichotomousnoise
AT shipeiming anovelpiecewisetristablestochasticresonancesystemdrivenbydichotomousnoise
AT zhaoshuai novelpiecewisetristablestochasticresonancesystemdrivenbydichotomousnoise
AT shipeiming novelpiecewisetristablestochasticresonancesystemdrivenbydichotomousnoise