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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...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer International Publishing
2016
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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. |
format | Online Article Text |
id | pubmed-5028379 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Springer International Publishing |
record_format | MEDLINE/PubMed |
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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