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Multidimensional scaling locus of memristor and fractional order elements

This paper combines the synergies of three mathematical and computational generalizations. The concepts of fractional calculus, memristor and information visualization extend the classical ideas of integro-differential calculus, electrical elements and data representation, respectively. The study em...

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Detalles Bibliográficos
Autores principales: Tenreiro Machado, J.A., Lopes, António M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7474200/
https://www.ncbi.nlm.nih.gov/pubmed/32922982
http://dx.doi.org/10.1016/j.jare.2020.01.004
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author Tenreiro Machado, J.A.
Lopes, António M.
author_facet Tenreiro Machado, J.A.
Lopes, António M.
author_sort Tenreiro Machado, J.A.
collection PubMed
description This paper combines the synergies of three mathematical and computational generalizations. The concepts of fractional calculus, memristor and information visualization extend the classical ideas of integro-differential calculus, electrical elements and data representation, respectively. The study embeds these notions in a common framework, with the objective of organizing and describing the "continuum" of fractional order elements (FOE). Each FOE is characterized by its behavior, either in the time or in the frequency domains, and the differences between the FOE are captured by a variety of distinct indices, such as the Arccosine, Canberra, Jaccard and Sørensen distances. The dissimilarity information is processed by the multidimensional scaling (MDS) computational algorithm to unravel possible clusters and to allow a direct pattern visualization. The MDS yields 3-dimensional loci organized according to the FOE characteristics both for linear and nonlinear elements. The new representation generalizes the standard Cartesian 2-dimensional periodic table of elements.
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spelling pubmed-74742002020-09-11 Multidimensional scaling locus of memristor and fractional order elements Tenreiro Machado, J.A. Lopes, António M. J Adv Res Article This paper combines the synergies of three mathematical and computational generalizations. The concepts of fractional calculus, memristor and information visualization extend the classical ideas of integro-differential calculus, electrical elements and data representation, respectively. The study embeds these notions in a common framework, with the objective of organizing and describing the "continuum" of fractional order elements (FOE). Each FOE is characterized by its behavior, either in the time or in the frequency domains, and the differences between the FOE are captured by a variety of distinct indices, such as the Arccosine, Canberra, Jaccard and Sørensen distances. The dissimilarity information is processed by the multidimensional scaling (MDS) computational algorithm to unravel possible clusters and to allow a direct pattern visualization. The MDS yields 3-dimensional loci organized according to the FOE characteristics both for linear and nonlinear elements. The new representation generalizes the standard Cartesian 2-dimensional periodic table of elements. Elsevier 2020-01-20 /pmc/articles/PMC7474200/ /pubmed/32922982 http://dx.doi.org/10.1016/j.jare.2020.01.004 Text en © 2020 The Authors. Published by Elsevier B.V. on behalf of Cairo University. http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Article
Tenreiro Machado, J.A.
Lopes, António M.
Multidimensional scaling locus of memristor and fractional order elements
title Multidimensional scaling locus of memristor and fractional order elements
title_full Multidimensional scaling locus of memristor and fractional order elements
title_fullStr Multidimensional scaling locus of memristor and fractional order elements
title_full_unstemmed Multidimensional scaling locus of memristor and fractional order elements
title_short Multidimensional scaling locus of memristor and fractional order elements
title_sort multidimensional scaling locus of memristor and fractional order elements
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7474200/
https://www.ncbi.nlm.nih.gov/pubmed/32922982
http://dx.doi.org/10.1016/j.jare.2020.01.004
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