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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2019
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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. |
format | Online Article Text |
id | pubmed-7514263 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT stanisławskirafał parallelimplementationofmodelingoffractionalorderstatespacesystemsusingthefixedstepeulermethod AT koziołkamil parallelimplementationofmodelingoffractionalorderstatespacesystemsusingthefixedstepeulermethod |