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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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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 |
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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 |
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