Reviewing machine learning of corrosion prediction in a data-oriented perspective

LB Coelho, D Zhang, Y Van Ingelgem… - npj Materials …, 2022 - nature.com
This work provides a data-oriented overview of the rapidly growing research field covering
machine learning (ML) applied to predicting electrochemical corrosion. Our main aim was to …

Corrosion uncertainty modelling for steel structures

RE Melchers - Journal of Constructional Steel Research, 1999 - Elsevier
Marine environments are well-known to be very corrosive for mild and low alloy steels. For
reasons of economy, such steels are still the preferred materials for off-shore structures, ship …

Airborne chloride deposit and its effect on marine atmospheric corrosion of mild steel

J Alcántara, B Chico, I Díaz, D De la Fuente… - Corrosion Science, 2015 - Elsevier
Research has been carried out for one year in six pure marine atmospheres with annual
average chloride deposition rates of 70–1906 mg Cl−/m 2 day. A study of some …

Digital twin Bayesian entropy framework for corrosion fatigue life prediction and calibration of bridge suspender

Y He, Y Ma, K Huang, L Wang, J Zhang - Reliability Engineering & System …, 2024 - Elsevier
This paper proposes an intelligent digital twin framework for corrosion fatigue life prediction
and calibration of suspender wires integrated with mechanism-driven, sensor-driven, and …

Improving atmospheric corrosion prediction through key environmental factor identification by random forest-based model

Y Zhi, Z **, L Lu, T Yang, D Zhou, Z Pei, D Wu, D Fu… - Corrosion science, 2021 - Elsevier
Atmospheric corrosion prediction models were constructed based on the corrosion rates of
carbon steel and 12 environmental factors from long-term exposure tests. Prior to support …

The effect of corrosion on the structural reliability of steel offshore structures

RE Melchers - Corrosion science, 2005 - Elsevier
This paper considers essential theoretical concepts and data requirements for engineering
structural reliability assessment suitable for the estimation of the safety and reliability of …

Atmospheric corrosion prediction: a review

Y Cai, Y Xu, Y Zhao, X Ma - Corrosion Reviews, 2020 - degruyter.com
The atmospheric corrosion of metallic materials causes great economic loss every year
worldwide. Thus, it is meaningful to predict the corrosion loss in different field environments …

Steel corrosion characterization using pulsed eddy current systems

Y He, G Tian, H Zhang, M Alamin, A Simm… - IEEE Sensors …, 2012 - ieeexplore.ieee.org
A pulsed eddy current (PEC) system has been used to characterize atmospheric corrosion
on steel samples. International Paint has supplied coated and uncoated mild steel (S275) …

The atmospheric corrosion kinetics of low carbon steel in a tropical marine environment

Y Ma, Y Li, F Wang - Corrosion Science, 2010 - Elsevier
The atmospheric corrosion kinetics of low carbon steel exposed for up to 36 months in
marine and industrial sites was studied by weight loss measurements. The results show that …

Corrosion resistance and mechanical properties of low-alloy steels under atmospheric conditions

YY Chen, HJ Tzeng, LI Wei, LH Wang, JC Oung… - Corrosion …, 2005 - Elsevier
The corrosion resistance and mechanical strength of four newly developed low-alloy steels
(LAS) were compared with a carbon steel (SS400) and a weathering steel (Acr-Ten A) using …