Machine learning algorithms in the environmental corrosion evaluation of reinforced concrete structures-A review

H Jia, G Qiao, P Han - Cement and Concrete Composites, 2022 - Elsevier
Accurate corrosion assessment of reinforced concrete (RC) structures is expected to
improve the service life and durability of structures. However, traditional evaluation methods …

Machine learning prediction of corrosion rate of steel in carbonated cementitious mortars

H Ji, H Ye - Cement and Concrete Composites, 2023 - Elsevier
Corrosion rate (ie, corrosion current density), a crucial kinetic parameter for predicting and
modeling service-life performance of reinforced concrete structures, can be estimated using …

Accurately predicting the mechanical behavior of deteriorated reinforced concrete components using natural intelligence-integrated Machine learners

TH Nguyen, DH Tran, NM Nguyen, HT Vuong… - … and Building Materials, 2023 - Elsevier
Corrosion in reinforced concrete components promotes the degradation of structural
durability during the service life of buildings. In this paper, the performance of several …

Seismic performance assessment of corroded RC columns based on data-driven machine-learning approach

JG Xu, W Hong, J Zhang, ST Hou, G Wu - Engineering Structures, 2022 - Elsevier
Corrosion of steel reinforcements is a major factor that will adversely affect the seismic
performance of the reinforced concrete (RC) columns. This paper investigates the …

Machine learning to estimate the bond strength of the corroded steel bar‐concrete

KL Wang, J Li, L Li, E Deng, Y Zhang, Z Li - Structural Concrete, 2024 - Wiley Online Library
Steel bar corrosion is prone to serious degeneration of the bond strength (τ BS) of reinforced
concrete, which leads to structural failure. There are many factors affecting the τ BS; thus, the …

Modeling the load carrying capacity of corroded reinforced concrete compression bending members using explainable machine learning

T Liu, T Huang, J Ou, N Xu, Y Li, Y Ai, Z Xu… - Materials Today …, 2023 - Elsevier
Corrosion of reinforcement can lead to a decrease in the load carrying capacity of reinforced
concrete structures and affect their safety. Therefore, accurate evaluation of the ultimate load …

[HTML][HTML] Random forest-based evaluation technique for internal damage in reinforced concrete featuring multiple nondestructive testing results

P Chun, I Ujike, K Mishima, M Kusumoto… - … and Building Materials, 2020 - Elsevier
The evaluation of internal damage in concrete structures is related to not only its rapid repair
and reinforcement but also its safe usage, and is therefore essential for ensuring its …

Transfer learning enables prediction of steel corrosion in concrete under natural environments

H Ji, Y Tian, C Fu, H Ye - Cement and Concrete Composites, 2024 - Elsevier
Existing machine learning (ML) models for corrosion rate prediction of steel in cementitious
materials are typically established based on laboratory datasets obtained under controlled …

A novel combined experimental-machine learning approach to estimate the probabilistic capacity of RC beams with spatially correlated rebar corrosion in transverse …

S Srivaranun, M Akiyama, T Yamada… - Engineering …, 2023 - Elsevier
Chloride-induced corrosion of tensile rebars in reinforced concrete (RC) structures causes
cracking in the concrete surface along corroded rebars. The width of these cracks could …

Numerical modeling of time to corrosion induced cover cracking in reinforced concrete using soft-computing based methods

EM Güneyisi, K Mermerdaş, E Güneyisi… - Materials and …, 2015 - Springer
Reinforced concrete (RC) is one of the most commonly used composite materials in
construction industry. Corrosion of reinforcing steel embedded in concrete is a crucial issue …