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Parallel Implementation of Modeling of Fractional-Order State-Space Systems Using the Fixed-Step Euler Method

This paper presents new results in implementation of parallel computing in modeling of fractional-order state-space systems. The methods considered in the paper are based on the Euler fixed-step discretization scheme and the Grünwald-Letnikov definition of the fractional-order derivative. Two differ...

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Detalles Bibliográficos
Autores principales: Stanisławski, Rafał, Kozioł, Kamil
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7514263/
http://dx.doi.org/10.3390/e21100931
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author Stanisławski, Rafał
Kozioł, Kamil
author_facet Stanisławski, Rafał
Kozioł, Kamil
author_sort Stanisławski, Rafał
collection PubMed
description This paper presents new results in implementation of parallel computing in modeling of fractional-order state-space systems. The methods considered in the paper are based on the Euler fixed-step discretization scheme and the Grünwald-Letnikov definition of the fractional-order derivative. Two different parallelization approaches for modeling of fractional-order state-space systems are proposed, which are implemented both in Central Processing Unit (CPU)- and Graphical Processing Unit (GPU)-based hardware environments. Simulation examples show high efficiency of the introduced parallelization schemes. Execution times of the introduced methodology are significantly lower than for the classical, commonly used simulation environment.
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spelling pubmed-75142632020-11-09 Parallel Implementation of Modeling of Fractional-Order State-Space Systems Using the Fixed-Step Euler Method Stanisławski, Rafał Kozioł, Kamil Entropy (Basel) Article This paper presents new results in implementation of parallel computing in modeling of fractional-order state-space systems. The methods considered in the paper are based on the Euler fixed-step discretization scheme and the Grünwald-Letnikov definition of the fractional-order derivative. Two different parallelization approaches for modeling of fractional-order state-space systems are proposed, which are implemented both in Central Processing Unit (CPU)- and Graphical Processing Unit (GPU)-based hardware environments. Simulation examples show high efficiency of the introduced parallelization schemes. Execution times of the introduced methodology are significantly lower than for the classical, commonly used simulation environment. MDPI 2019-09-24 /pmc/articles/PMC7514263/ http://dx.doi.org/10.3390/e21100931 Text en © 2019 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
Stanisławski, Rafał
Kozioł, Kamil
Parallel Implementation of Modeling of Fractional-Order State-Space Systems Using the Fixed-Step Euler Method
title Parallel Implementation of Modeling of Fractional-Order State-Space Systems Using the Fixed-Step Euler Method
title_full Parallel Implementation of Modeling of Fractional-Order State-Space Systems Using the Fixed-Step Euler Method
title_fullStr Parallel Implementation of Modeling of Fractional-Order State-Space Systems Using the Fixed-Step Euler Method
title_full_unstemmed Parallel Implementation of Modeling of Fractional-Order State-Space Systems Using the Fixed-Step Euler Method
title_short Parallel Implementation of Modeling of Fractional-Order State-Space Systems Using the Fixed-Step Euler Method
title_sort parallel implementation of modeling of fractional-order state-space systems using the fixed-step euler method
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7514263/
http://dx.doi.org/10.3390/e21100931
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AT koziołkamil parallelimplementationofmodelingoffractionalorderstatespacesystemsusingthefixedstepeulermethod