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A New Chaotic System with a Self-Excited Attractor: Entropy Measurement, Signal Encryption, and Parameter Estimation

In this paper, we introduce a new chaotic system that is used for an engineering application of the signal encryption. It has some interesting features, and its successful implementation and manufacturing were performed via a real circuit as a random number generator. In addition, we provide a param...

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Autores principales: Xu, Guanghui, Shekofteh, Yasser, Akgül, Akif, Li, Chunbiao, Panahi, Shirin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7512649/
https://www.ncbi.nlm.nih.gov/pubmed/33265177
http://dx.doi.org/10.3390/e20020086
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author Xu, Guanghui
Shekofteh, Yasser
Akgül, Akif
Li, Chunbiao
Panahi, Shirin
author_facet Xu, Guanghui
Shekofteh, Yasser
Akgül, Akif
Li, Chunbiao
Panahi, Shirin
author_sort Xu, Guanghui
collection PubMed
description In this paper, we introduce a new chaotic system that is used for an engineering application of the signal encryption. It has some interesting features, and its successful implementation and manufacturing were performed via a real circuit as a random number generator. In addition, we provide a parameter estimation method to extract chaotic model parameters from the real data of the chaotic circuit. The parameter estimation method is based on the attractor distribution modeling in the state space, which is compatible with the chaotic system characteristics. Here, a Gaussian mixture model (GMM) is used as a main part of cost function computations in the parameter estimation method. To optimize the cost function, we also apply two recent efficient optimization methods: WOA (Whale Optimization Algorithm), and MVO (Multi-Verse Optimizer) algorithms. The results show the success of the parameter estimation procedure.
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spelling pubmed-75126492020-11-09 A New Chaotic System with a Self-Excited Attractor: Entropy Measurement, Signal Encryption, and Parameter Estimation Xu, Guanghui Shekofteh, Yasser Akgül, Akif Li, Chunbiao Panahi, Shirin Entropy (Basel) Article In this paper, we introduce a new chaotic system that is used for an engineering application of the signal encryption. It has some interesting features, and its successful implementation and manufacturing were performed via a real circuit as a random number generator. In addition, we provide a parameter estimation method to extract chaotic model parameters from the real data of the chaotic circuit. The parameter estimation method is based on the attractor distribution modeling in the state space, which is compatible with the chaotic system characteristics. Here, a Gaussian mixture model (GMM) is used as a main part of cost function computations in the parameter estimation method. To optimize the cost function, we also apply two recent efficient optimization methods: WOA (Whale Optimization Algorithm), and MVO (Multi-Verse Optimizer) algorithms. The results show the success of the parameter estimation procedure. MDPI 2018-01-27 /pmc/articles/PMC7512649/ /pubmed/33265177 http://dx.doi.org/10.3390/e20020086 Text en © 2018 by the authors. 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 (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Xu, Guanghui
Shekofteh, Yasser
Akgül, Akif
Li, Chunbiao
Panahi, Shirin
A New Chaotic System with a Self-Excited Attractor: Entropy Measurement, Signal Encryption, and Parameter Estimation
title A New Chaotic System with a Self-Excited Attractor: Entropy Measurement, Signal Encryption, and Parameter Estimation
title_full A New Chaotic System with a Self-Excited Attractor: Entropy Measurement, Signal Encryption, and Parameter Estimation
title_fullStr A New Chaotic System with a Self-Excited Attractor: Entropy Measurement, Signal Encryption, and Parameter Estimation
title_full_unstemmed A New Chaotic System with a Self-Excited Attractor: Entropy Measurement, Signal Encryption, and Parameter Estimation
title_short A New Chaotic System with a Self-Excited Attractor: Entropy Measurement, Signal Encryption, and Parameter Estimation
title_sort new chaotic system with a self-excited attractor: entropy measurement, signal encryption, and parameter estimation
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7512649/
https://www.ncbi.nlm.nih.gov/pubmed/33265177
http://dx.doi.org/10.3390/e20020086
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