Evaluation Technique of Chloride Penetration Using Apparent Diffusion Coefficient and Neural Network Algorithm

Diffusion coefficient from chloride migration test is currently used; however this cannot provide a conventional solution like total chloride contents since it depicts only ion migration velocity in electrical field. This paper proposes a simple analysis technique for chloride behavior using apparen...

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Main Authors: Yun-Yong Kim, Byung-Jae Lee, Seung-Jun Kwon
Format: Article
Language:English
Published: Wiley 2014-01-01
Series:Advances in Materials Science and Engineering
Online Access:http://dx.doi.org/10.1155/2014/647243
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author Yun-Yong Kim
Byung-Jae Lee
Seung-Jun Kwon
author_facet Yun-Yong Kim
Byung-Jae Lee
Seung-Jun Kwon
author_sort Yun-Yong Kim
collection DOAJ
description Diffusion coefficient from chloride migration test is currently used; however this cannot provide a conventional solution like total chloride contents since it depicts only ion migration velocity in electrical field. This paper proposes a simple analysis technique for chloride behavior using apparent diffusion coefficient from neural network algorithm with time-dependent diffusion phenomena. For this work, thirty mix proportions of high performance concrete are prepared and their diffusion coefficients are obtained after long term-NaCl submerged test. Considering time-dependent diffusion coefficient based on Fick’s 2nd Law and NNA (neural network algorithm), analysis technique for chloride penetration is proposed. The applicability of the proposed technique is verified through the results from accelerated test, long term submerged test, and field investigation results.
format Article
id doaj-art-34b16668b24b4ab8a9d52e60a55a6a84
institution Kabale University
issn 1687-8434
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language English
publishDate 2014-01-01
publisher Wiley
record_format Article
series Advances in Materials Science and Engineering
spelling doaj-art-34b16668b24b4ab8a9d52e60a55a6a842025-02-03T01:01:52ZengWileyAdvances in Materials Science and Engineering1687-84341687-84422014-01-01201410.1155/2014/647243647243Evaluation Technique of Chloride Penetration Using Apparent Diffusion Coefficient and Neural Network AlgorithmYun-Yong Kim0Byung-Jae Lee1Seung-Jun Kwon2Civil Engineering, Chungnam National University, 99 Daehak-ro, Yuseong-gu, Daejeon 305-764, Republic of KoreaR&D Center, JNTINC Co., Ltd., No. 9, Hyundaikia-ro 830beon-Gil, Bibong-myeon, Hwaseong, Gyeonggi-do 445-842, Republic of KoreaCivil and Environmental Engineering, Hannam University, 133 Ojeong-dong, Daedeok-gu, Daejeon 306-791, Republic of KoreaDiffusion coefficient from chloride migration test is currently used; however this cannot provide a conventional solution like total chloride contents since it depicts only ion migration velocity in electrical field. This paper proposes a simple analysis technique for chloride behavior using apparent diffusion coefficient from neural network algorithm with time-dependent diffusion phenomena. For this work, thirty mix proportions of high performance concrete are prepared and their diffusion coefficients are obtained after long term-NaCl submerged test. Considering time-dependent diffusion coefficient based on Fick’s 2nd Law and NNA (neural network algorithm), analysis technique for chloride penetration is proposed. The applicability of the proposed technique is verified through the results from accelerated test, long term submerged test, and field investigation results.http://dx.doi.org/10.1155/2014/647243
spellingShingle Yun-Yong Kim
Byung-Jae Lee
Seung-Jun Kwon
Evaluation Technique of Chloride Penetration Using Apparent Diffusion Coefficient and Neural Network Algorithm
Advances in Materials Science and Engineering
title Evaluation Technique of Chloride Penetration Using Apparent Diffusion Coefficient and Neural Network Algorithm
title_full Evaluation Technique of Chloride Penetration Using Apparent Diffusion Coefficient and Neural Network Algorithm
title_fullStr Evaluation Technique of Chloride Penetration Using Apparent Diffusion Coefficient and Neural Network Algorithm
title_full_unstemmed Evaluation Technique of Chloride Penetration Using Apparent Diffusion Coefficient and Neural Network Algorithm
title_short Evaluation Technique of Chloride Penetration Using Apparent Diffusion Coefficient and Neural Network Algorithm
title_sort evaluation technique of chloride penetration using apparent diffusion coefficient and neural network algorithm
url http://dx.doi.org/10.1155/2014/647243
work_keys_str_mv AT yunyongkim evaluationtechniqueofchloridepenetrationusingapparentdiffusioncoefficientandneuralnetworkalgorithm
AT byungjaelee evaluationtechniqueofchloridepenetrationusingapparentdiffusioncoefficientandneuralnetworkalgorithm
AT seungjunkwon evaluationtechniqueofchloridepenetrationusingapparentdiffusioncoefficientandneuralnetworkalgorithm