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Complexity of Simple, Switched and Skipped Chaotic Maps in Finite Precision

In this paper we investigate the degradation of the statistic properties of chaotic maps as consequence of their implementation in a digital media such as Digital Signal Processors (DSP), Field Programmable Gate Arrays (FPGA) or Application-Specific Integrated Circuits (ASIC). In these systems, bina...

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Autores principales: Antonelli, Maximiliano, De Micco, Luciana, Larrondo, Hilda, Rosso, Osvaldo Anibal
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7512629/
https://www.ncbi.nlm.nih.gov/pubmed/33265226
http://dx.doi.org/10.3390/e20020135
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author Antonelli, Maximiliano
De Micco, Luciana
Larrondo, Hilda
Rosso, Osvaldo Anibal
author_facet Antonelli, Maximiliano
De Micco, Luciana
Larrondo, Hilda
Rosso, Osvaldo Anibal
author_sort Antonelli, Maximiliano
collection PubMed
description In this paper we investigate the degradation of the statistic properties of chaotic maps as consequence of their implementation in a digital media such as Digital Signal Processors (DSP), Field Programmable Gate Arrays (FPGA) or Application-Specific Integrated Circuits (ASIC). In these systems, binary floating- and fixed-point are the numerical representations available. Fixed-point representation is preferred over floating-point when speed, low power and/or small circuit area are necessary. Then, in this paper we compare the degradation of fixed-point binary precision version of chaotic maps with the one obtained by using floating point 754-IEEE standard, to evaluate the feasibility of their FPGA implementation. The specific period that every fixed-point precision produces was investigated in previous reports. Statistical characteristics are also relevant, it has been recently shown that it is convenient to describe the statistical characteristic using both, causal and non-causal quantifiers. In this paper we complement the period analysis by characterizing the behavior of these maps from an statistical point of view using cuantifiers from information theory. Here, rather than reproducing an exact replica of the real system, the aim is to meet certain conditions related to the statistics of systems.
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spelling pubmed-75126292020-11-09 Complexity of Simple, Switched and Skipped Chaotic Maps in Finite Precision Antonelli, Maximiliano De Micco, Luciana Larrondo, Hilda Rosso, Osvaldo Anibal Entropy (Basel) Article In this paper we investigate the degradation of the statistic properties of chaotic maps as consequence of their implementation in a digital media such as Digital Signal Processors (DSP), Field Programmable Gate Arrays (FPGA) or Application-Specific Integrated Circuits (ASIC). In these systems, binary floating- and fixed-point are the numerical representations available. Fixed-point representation is preferred over floating-point when speed, low power and/or small circuit area are necessary. Then, in this paper we compare the degradation of fixed-point binary precision version of chaotic maps with the one obtained by using floating point 754-IEEE standard, to evaluate the feasibility of their FPGA implementation. The specific period that every fixed-point precision produces was investigated in previous reports. Statistical characteristics are also relevant, it has been recently shown that it is convenient to describe the statistical characteristic using both, causal and non-causal quantifiers. In this paper we complement the period analysis by characterizing the behavior of these maps from an statistical point of view using cuantifiers from information theory. Here, rather than reproducing an exact replica of the real system, the aim is to meet certain conditions related to the statistics of systems. MDPI 2018-02-20 /pmc/articles/PMC7512629/ /pubmed/33265226 http://dx.doi.org/10.3390/e20020135 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
Antonelli, Maximiliano
De Micco, Luciana
Larrondo, Hilda
Rosso, Osvaldo Anibal
Complexity of Simple, Switched and Skipped Chaotic Maps in Finite Precision
title Complexity of Simple, Switched and Skipped Chaotic Maps in Finite Precision
title_full Complexity of Simple, Switched and Skipped Chaotic Maps in Finite Precision
title_fullStr Complexity of Simple, Switched and Skipped Chaotic Maps in Finite Precision
title_full_unstemmed Complexity of Simple, Switched and Skipped Chaotic Maps in Finite Precision
title_short Complexity of Simple, Switched and Skipped Chaotic Maps in Finite Precision
title_sort complexity of simple, switched and skipped chaotic maps in finite precision
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7512629/
https://www.ncbi.nlm.nih.gov/pubmed/33265226
http://dx.doi.org/10.3390/e20020135
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