2012
DOI: 10.1680/macr.11.00059
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The assessment of carbonation effect on chloride diffusion in concrete based on artificial neural network model

Abstract: In this paper the effect of carbonation on chloride diffusivity in concrete is investigated. An artificial neural network model was used to determine the relation between chloride diffusion coefficients and concrete mix design in carbonated and non-carbonated concretes. The models were trained by results of chloride profile experiments. Input parameters were water-to-binder ratios, the amount of silica fume, rapid chloride ion permeability test and capillary absorption coefficient. The output parameter was chl… Show more

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Cited by 30 publications
(12 citation statements)
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“…Mix proportions and the type of admixtures significantly influence the diffusion coefficient of chloride ions. Several researchers conducted experiments to assess chloride ingress in combination with simultaneous carbonation [19][20][21][22][23][24][25][26][27][28][29][30]. The experimental outcomes showed that the chloride ion ingress is increased when the concrete is carbonized resulting in the higher release of chloride ions in the pore solution due to the reaction between Friedel's salt and carbon dioxide.…”
Section: Process Of Depassivation: Effect Of Chloride Ion Ingressmentioning
confidence: 99%
“…Mix proportions and the type of admixtures significantly influence the diffusion coefficient of chloride ions. Several researchers conducted experiments to assess chloride ingress in combination with simultaneous carbonation [19][20][21][22][23][24][25][26][27][28][29][30]. The experimental outcomes showed that the chloride ion ingress is increased when the concrete is carbonized resulting in the higher release of chloride ions in the pore solution due to the reaction between Friedel's salt and carbon dioxide.…”
Section: Process Of Depassivation: Effect Of Chloride Ion Ingressmentioning
confidence: 99%
“…Ingress of chlorides into the concrete can also take place through capillary action via cracks and continuous pores except in saturated concrete material. e rate of ingress of chloride is dependent on the cement type, age, w/c ratio, blended or neat OPC, porosity, binding ability of the chlorides, and the accompanying cation of the chlorides [21][22][23][24][25][26][27]. Ca 2+ and Mg 2+ show higher chloride diffusivity than Na + [28][29][30][31].…”
Section: Introductionmentioning
confidence: 99%
“…Many experiments have shown that the penetration of free chloride ions and moisture are influenced significantly by carbonation [34][35][36][37][38][39][40][41][42][43]. However, most chloride-and carbonation-induced corrosion is considered independently in all existing probabilistic analyses [15][16][17][18][19][20][21][22][23][24][25][26][27][28][29][30], including the widely recognized FIB model code for service life design [44].…”
Section: Introductionmentioning
confidence: 99%