2018
DOI: 10.1371/journal.pone.0191370
|View full text |Cite
|
Sign up to set email alerts
|

An approach for predicting the compressive strength of cement-based materials exposed to sulfate attack

Abstract: In this paper, a support vector machine (SVM) model which can be used to predict the compressive strength of mortars exposed to sulfate attack was established. An accelerated corrosion test was applied to collect compressive strength data. For predicting the compressive strength of mortars, a total of 638 data samples obtained from experiment was chosen as a dataset to establish a SVM model. The values of the coefficient of determination, the mean absolute error, the mean absolute percentage error and the root… Show more

Help me understand this report

Search citation statements

Order By: Relevance

Paper Sections

Select...
4
1

Citation Types

0
21
0

Year Published

2018
2018
2023
2023

Publication Types

Select...
8
1

Relationship

0
9

Authors

Journals

citations
Cited by 36 publications
(21 citation statements)
references
References 27 publications
0
21
0
Order By: Relevance
“…Studies revile that under compressive loading [13], resistance of the specimen increases as load increases [6,7,14]. Similarly in case of flexural loading, the resistivity at compression surface decreases because of movement of fibers towards each other and decreases at tension surface due to opposite movement of fibers because of pull in concrete [2,8,15,16].…”
Section: Strain Sensing Principalmentioning
confidence: 99%
See 1 more Smart Citation
“…Studies revile that under compressive loading [13], resistance of the specimen increases as load increases [6,7,14]. Similarly in case of flexural loading, the resistivity at compression surface decreases because of movement of fibers towards each other and decreases at tension surface due to opposite movement of fibers because of pull in concrete [2,8,15,16].…”
Section: Strain Sensing Principalmentioning
confidence: 99%
“…In recent studies, many researchers noticed that unlike other fibers, carbon fibers have very active selfsensing ability/property [2]. When these fibers are randomly distributed in concrete body, they induce resistibility and self sensing property in concrete [3] with improved mechanical properties of concrete/cement composites [4][5][6][7].…”
Section: Introductionmentioning
confidence: 99%
“…It was noted that, electrical resistance changes when a longitudinal compressive load is applied to the cement composite specimen, for example when a cube/prismatic specimen is under compressive loading, the electrical conductivity increases (resistance decreases) of the sample due to movement of fibers towards each other and vice versa under tensile loading [5,6]. Similarly during flexural loading on cement composites, the electrical resistance of compression surface upon loading decreases due to fiber movement towards each other as surface is under compression and the same resistance increases at tension surface during unloading as there is pull in fibers as they move away from each other [5,7].…”
Section: Introductionmentioning
confidence: 99%
“…Crystallization pressure theory has often been referred to as the most likely mechanism. Chen et al [16] concluded that the main factors influencing concrete compressive strength are exposure time, water-cement ratio, and sulfate ions. Among these, sulfate attack had the greatest effect.…”
Section: Introductionmentioning
confidence: 99%