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Transforming the canonical piecewise-linear model into a smooth-piecewise representation

A smoothed representation (based on natural exponential and logarithmic functions) for the canonical piecewise-linear model, is presented. The result is a completely differentiable formulation that exhibits interesting properties, like preserving the parameters of the original piecewise-linear model...

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Autores principales: Jimenez-Fernandez, Victor M., Jimenez-Fernandez, Maribel, Vazquez-Leal, Hector, Muñoz-Aguirre, Evodio, Cerecedo-Nuñez, Hector H., Filobello-Niño, Uriel A., Castro-Gonzalez, Francisco J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5028379/
https://www.ncbi.nlm.nih.gov/pubmed/27652185
http://dx.doi.org/10.1186/s40064-016-3278-y
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author Jimenez-Fernandez, Victor M.
Jimenez-Fernandez, Maribel
Vazquez-Leal, Hector
Muñoz-Aguirre, Evodio
Cerecedo-Nuñez, Hector H.
Filobello-Niño, Uriel A.
Castro-Gonzalez, Francisco J.
author_facet Jimenez-Fernandez, Victor M.
Jimenez-Fernandez, Maribel
Vazquez-Leal, Hector
Muñoz-Aguirre, Evodio
Cerecedo-Nuñez, Hector H.
Filobello-Niño, Uriel A.
Castro-Gonzalez, Francisco J.
author_sort Jimenez-Fernandez, Victor M.
collection PubMed
description A smoothed representation (based on natural exponential and logarithmic functions) for the canonical piecewise-linear model, is presented. The result is a completely differentiable formulation that exhibits interesting properties, like preserving the parameters of the original piecewise-linear model in such a way that they can be directly inherited to the smooth model in order to determine their parameters, the capability of controlling not only the smoothness grade, but also the approximation accuracy at specific breakpoint locations, a lower or equal overshooting for high order derivatives in comparison with other approaches, and the additional advantage of being expressed in a reduced mathematical form with only two types of inverse functions (logarithmic and exponential). By numerical simulation examples, this proposal is verified and well-illustrated.
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spelling pubmed-50283792016-09-20 Transforming the canonical piecewise-linear model into a smooth-piecewise representation Jimenez-Fernandez, Victor M. Jimenez-Fernandez, Maribel Vazquez-Leal, Hector Muñoz-Aguirre, Evodio Cerecedo-Nuñez, Hector H. Filobello-Niño, Uriel A. Castro-Gonzalez, Francisco J. Springerplus Research A smoothed representation (based on natural exponential and logarithmic functions) for the canonical piecewise-linear model, is presented. The result is a completely differentiable formulation that exhibits interesting properties, like preserving the parameters of the original piecewise-linear model in such a way that they can be directly inherited to the smooth model in order to determine their parameters, the capability of controlling not only the smoothness grade, but also the approximation accuracy at specific breakpoint locations, a lower or equal overshooting for high order derivatives in comparison with other approaches, and the additional advantage of being expressed in a reduced mathematical form with only two types of inverse functions (logarithmic and exponential). By numerical simulation examples, this proposal is verified and well-illustrated. Springer International Publishing 2016-09-20 /pmc/articles/PMC5028379/ /pubmed/27652185 http://dx.doi.org/10.1186/s40064-016-3278-y Text en © The Author(s) 2016 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.
spellingShingle Research
Jimenez-Fernandez, Victor M.
Jimenez-Fernandez, Maribel
Vazquez-Leal, Hector
Muñoz-Aguirre, Evodio
Cerecedo-Nuñez, Hector H.
Filobello-Niño, Uriel A.
Castro-Gonzalez, Francisco J.
Transforming the canonical piecewise-linear model into a smooth-piecewise representation
title Transforming the canonical piecewise-linear model into a smooth-piecewise representation
title_full Transforming the canonical piecewise-linear model into a smooth-piecewise representation
title_fullStr Transforming the canonical piecewise-linear model into a smooth-piecewise representation
title_full_unstemmed Transforming the canonical piecewise-linear model into a smooth-piecewise representation
title_short Transforming the canonical piecewise-linear model into a smooth-piecewise representation
title_sort transforming the canonical piecewise-linear model into a smooth-piecewise representation
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5028379/
https://www.ncbi.nlm.nih.gov/pubmed/27652185
http://dx.doi.org/10.1186/s40064-016-3278-y
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