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, 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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Subjects: | info:eu-repo/classification/Autores/DECIMATION, info:eu-repo/classification/Autores/EFFECTIVE TRANSPORT COEFFICIENT, info:eu-repo/classification/Autores/SIMULATED ANNEALING, info:eu-repo/classification/Autores/STATISTICAL DESCRIPTORS, info:eu-repo/classification/cti/7, info:eu-repo/classification/cti/33, info:eu-repo/classification/cti/3322, info:eu-repo/classification/cti/531205, |
Online Access: | http://cicy.repositorioinstitucional.mx/jspui/handle/1003/1719 |
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dig-cicy-1003-17192020-09-29T15:53:23Z Effect of an image resolution change on the effective transport coefficient of heterogeneous materials ABIMAEL RODRIGUEZ SANCHEZ Romeli Barbosa ABRAHAM RIOS BAHENA Jaime Ortegon Aguilar Beatriz Escobar Morales BEATRIZ GAYOSSO ARCOS CARLOS COUDER CASTAÑEDA 2019 info:eu-repo/semantics/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. info:eu-repo/classification/Autores/DECIMATION info:eu-repo/classification/Autores/EFFECTIVE TRANSPORT COEFFICIENT info:eu-repo/classification/Autores/SIMULATED ANNEALING info:eu-repo/classification/Autores/STATISTICAL DESCRIPTORS info:eu-repo/classification/cti/7 info:eu-repo/classification/cti/33 info:eu-repo/classification/cti/3322 info:eu-repo/classification/cti/531205 info:eu-repo/classification/cti/531205 Materials, 12(22), 3757, 2019 http://cicy.repositorioinstitucional.mx/jspui/handle/1003/1719 info:eu-repo/semantics/datasetDOI/https://doi.org/10.3390/ma12223757 info:eu-repo/semantics/openAccess eng citation:Rodriguez, A., Barbosa, R., Rios, A., Ortegon, J., Escobar, B., Gayosso, B., & Couder, C. (2019). Effect of An Image Resolution Change on the Effective Transport Coefficient of Heterogeneous Materials. Materials, 12(22), 3757 http://creativecommons.org/licenses/by-nc-nd/4.0 info:eu-repo/semantics/publishedVersion application/pdf |
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info:eu-repo/classification/Autores/DECIMATION info:eu-repo/classification/Autores/EFFECTIVE TRANSPORT COEFFICIENT info:eu-repo/classification/Autores/SIMULATED ANNEALING info:eu-repo/classification/Autores/STATISTICAL DESCRIPTORS info:eu-repo/classification/cti/7 info:eu-repo/classification/cti/33 info:eu-repo/classification/cti/3322 info:eu-repo/classification/cti/531205 info:eu-repo/classification/cti/531205 info:eu-repo/classification/Autores/DECIMATION info:eu-repo/classification/Autores/EFFECTIVE TRANSPORT COEFFICIENT info:eu-repo/classification/Autores/SIMULATED ANNEALING info:eu-repo/classification/Autores/STATISTICAL DESCRIPTORS info:eu-repo/classification/cti/7 info:eu-repo/classification/cti/33 info:eu-repo/classification/cti/3322 info:eu-repo/classification/cti/531205 info:eu-repo/classification/cti/531205 |
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info:eu-repo/classification/Autores/DECIMATION info:eu-repo/classification/Autores/EFFECTIVE TRANSPORT COEFFICIENT info:eu-repo/classification/Autores/SIMULATED ANNEALING info:eu-repo/classification/Autores/STATISTICAL DESCRIPTORS info:eu-repo/classification/cti/7 info:eu-repo/classification/cti/33 info:eu-repo/classification/cti/3322 info:eu-repo/classification/cti/531205 info:eu-repo/classification/cti/531205 info:eu-repo/classification/Autores/DECIMATION info:eu-repo/classification/Autores/EFFECTIVE TRANSPORT COEFFICIENT info:eu-repo/classification/Autores/SIMULATED ANNEALING info:eu-repo/classification/Autores/STATISTICAL DESCRIPTORS info:eu-repo/classification/cti/7 info:eu-repo/classification/cti/33 info:eu-repo/classification/cti/3322 info:eu-repo/classification/cti/531205 info:eu-repo/classification/cti/531205 ABIMAEL RODRIGUEZ SANCHEZ Romeli Barbosa ABRAHAM RIOS BAHENA Jaime Ortegon Aguilar Beatriz Escobar Morales BEATRIZ GAYOSSO ARCOS CARLOS COUDER CASTAÑEDA Effect of an image resolution change on the effective transport coefficient of heterogeneous materials |
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. |
format |
info:eu-repo/semantics/article |
topic_facet |
info:eu-repo/classification/Autores/DECIMATION info:eu-repo/classification/Autores/EFFECTIVE TRANSPORT COEFFICIENT info:eu-repo/classification/Autores/SIMULATED ANNEALING info:eu-repo/classification/Autores/STATISTICAL DESCRIPTORS info:eu-repo/classification/cti/7 info:eu-repo/classification/cti/33 info:eu-repo/classification/cti/3322 info:eu-repo/classification/cti/531205 info:eu-repo/classification/cti/531205 |
author |
ABIMAEL RODRIGUEZ SANCHEZ Romeli Barbosa ABRAHAM RIOS BAHENA Jaime Ortegon Aguilar Beatriz Escobar Morales BEATRIZ GAYOSSO ARCOS CARLOS COUDER CASTAÑEDA |
author_facet |
ABIMAEL RODRIGUEZ SANCHEZ Romeli Barbosa ABRAHAM RIOS BAHENA Jaime Ortegon Aguilar Beatriz Escobar Morales BEATRIZ GAYOSSO ARCOS CARLOS COUDER CASTAÑEDA |
author_sort |
ABIMAEL RODRIGUEZ SANCHEZ |
title |
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_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_sort |
effect of an image resolution change on the effective transport coefficient of heterogeneous materials |
url |
http://cicy.repositorioinstitucional.mx/jspui/handle/1003/1719 |
work_keys_str_mv |
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_version_ |
1756089287271514112 |