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Effect of An Image Resolution Change on the Effective Transport Coefficient of Heterogeneous Materials

Electrochemical electrodes comprise multiple phenomena at different scales. Several works have tried to model such phenomena using statistical techniques. This paper proposes a novel process to work with reduced size images to reconstruct microstructures with the Simulated Annealing method. Later, u...

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Detalles Bibliográficos
Autores principales: Rodriguez, Abimael, Barbosa, Romeli, Rios, Abraham, Ortegon, Jaime, Escobar, Beatriz, Gayosso, Beatriz, Couder, Carlos
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6888188/
https://www.ncbi.nlm.nih.gov/pubmed/31731587
http://dx.doi.org/10.3390/ma12223757
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author Rodriguez, Abimael
Barbosa, Romeli
Rios, Abraham
Ortegon, Jaime
Escobar, Beatriz
Gayosso, Beatriz
Couder, Carlos
author_facet Rodriguez, Abimael
Barbosa, Romeli
Rios, Abraham
Ortegon, Jaime
Escobar, Beatriz
Gayosso, Beatriz
Couder, Carlos
author_sort Rodriguez, Abimael
collection PubMed
description Electrochemical electrodes comprise multiple phenomena at different scales. Several works have tried to model such phenomena using statistical techniques. This paper proposes a novel process to work with reduced size images to reconstruct microstructures with the Simulated Annealing method. Later, using the Finite Volume Method, it is verified the effect of the image resolution on the effective transport coefficient (ETC). The method can be applied to synthetic images or images from the Scanning Electron Microscope. The first stage consists of obtaining the image of minimum size, which contains at least 98% of the statistical information of the original image, allowing an equivalent statistical study. The image size reduction was made by applying an iterative decimation over the image using the normalized coarseness to compare the amount of information contained at each step. Representative improvements, especially in processing time, are achieved by reducing the size of the reconstructed microstructures without affecting their statistical behavior. The process ends computing the conduction efficiency from the microstructures. The simulation results, obtained from two kinds of images from different materials, demonstrate the effectivity of the proposed approach. It is important to remark that the controlled decimation allows a reduction of the processor and memory use during the reconstruction and ETC computation of electrodes.
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spelling pubmed-68881882019-12-09 Effect of An Image Resolution Change on the Effective Transport Coefficient of Heterogeneous Materials Rodriguez, Abimael Barbosa, Romeli Rios, Abraham Ortegon, Jaime Escobar, Beatriz Gayosso, Beatriz Couder, Carlos Materials (Basel) Article Electrochemical electrodes comprise multiple phenomena at different scales. Several works have tried to model such phenomena using statistical techniques. This paper proposes a novel process to work with reduced size images to reconstruct microstructures with the Simulated Annealing method. Later, using the Finite Volume Method, it is verified the effect of the image resolution on the effective transport coefficient (ETC). The method can be applied to synthetic images or images from the Scanning Electron Microscope. The first stage consists of obtaining the image of minimum size, which contains at least 98% of the statistical information of the original image, allowing an equivalent statistical study. The image size reduction was made by applying an iterative decimation over the image using the normalized coarseness to compare the amount of information contained at each step. Representative improvements, especially in processing time, are achieved by reducing the size of the reconstructed microstructures without affecting their statistical behavior. The process ends computing the conduction efficiency from the microstructures. The simulation results, obtained from two kinds of images from different materials, demonstrate the effectivity of the proposed approach. It is important to remark that the controlled decimation allows a reduction of the processor and memory use during the reconstruction and ETC computation of electrodes. MDPI 2019-11-15 /pmc/articles/PMC6888188/ /pubmed/31731587 http://dx.doi.org/10.3390/ma12223757 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
Rodriguez, Abimael
Barbosa, Romeli
Rios, Abraham
Ortegon, Jaime
Escobar, Beatriz
Gayosso, Beatriz
Couder, Carlos
Effect of An Image Resolution Change on the Effective Transport Coefficient of Heterogeneous Materials
title Effect of An Image Resolution Change on the Effective Transport Coefficient of Heterogeneous Materials
title_full Effect of An Image Resolution Change on the Effective Transport Coefficient of Heterogeneous Materials
title_fullStr Effect of An Image Resolution Change on the Effective Transport Coefficient of Heterogeneous Materials
title_full_unstemmed Effect of An Image Resolution Change on the Effective Transport Coefficient of Heterogeneous Materials
title_short Effect of An Image Resolution Change on the Effective Transport Coefficient of Heterogeneous Materials
title_sort effect of an image resolution change on the effective transport coefficient of heterogeneous materials
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6888188/
https://www.ncbi.nlm.nih.gov/pubmed/31731587
http://dx.doi.org/10.3390/ma12223757
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