TY - JOUR
T1 - Degradation Modeling and Lifetime Evaluation for Organic Anti-Corrosion Coatings Using a Three-Stage Electrochemical Statistical Model
AU - Ji, Haodi
AU - Ma, Xiaobing
AU - Cai, Yikun
AU - Wang, Han
AU - Chen, Qian
N1 - Publisher Copyright:
© The Author(s), under exclusive licence to Springer Science+Business Media, LLC, part of Springer Nature 2023.
PY - 2024/3
Y1 - 2024/3
N2 - Evaluating the status and lifetime of organic coatings has great significance in structural safety. However, it is quite difficult to evaluate the lifetime of coatings priorly based on conventional visible indicators because they cannot measure the internal changes of coatings. In this paper, a new and effective composite indicator, i.e., circuit-resistance-impedance (CRI), is used to characterize the multi-source uncertainty of the performance degradation of coatings, and a three-stage electrochemical statistical model is proposed to evaluate the service life of organic coatings. Particularly, the Box-Cox transformation is first utilized to improve the normality of the distribution of corrosion rate. Then, a constrained maximum likelihood estimation algorithm considering failure mechanism equivalence is presented to estimate the unknown model parameters. Next, a time-varying reliability model is constructed based on proposed CRI failure criterion and the reliable lifetime of coatings is further evaluated. Finally, a rapid discrimination method of coating status is proposed through measuring the asynchrony of degradation using the coefficient of variation. A corrosion test for epoxy coatings is designed and conducted to demonstrate the effectiveness of the proposed models. Results indicate that they can significantly improve the rationality and validity of coatings lifetime evaluation.
AB - Evaluating the status and lifetime of organic coatings has great significance in structural safety. However, it is quite difficult to evaluate the lifetime of coatings priorly based on conventional visible indicators because they cannot measure the internal changes of coatings. In this paper, a new and effective composite indicator, i.e., circuit-resistance-impedance (CRI), is used to characterize the multi-source uncertainty of the performance degradation of coatings, and a three-stage electrochemical statistical model is proposed to evaluate the service life of organic coatings. Particularly, the Box-Cox transformation is first utilized to improve the normality of the distribution of corrosion rate. Then, a constrained maximum likelihood estimation algorithm considering failure mechanism equivalence is presented to estimate the unknown model parameters. Next, a time-varying reliability model is constructed based on proposed CRI failure criterion and the reliable lifetime of coatings is further evaluated. Finally, a rapid discrimination method of coating status is proposed through measuring the asynchrony of degradation using the coefficient of variation. A corrosion test for epoxy coatings is designed and conducted to demonstrate the effectiveness of the proposed models. Results indicate that they can significantly improve the rationality and validity of coatings lifetime evaluation.
KW - Circuit-resistance-impedance criterion
KW - Degradation mechanism equivalence
KW - Electrochemical statistical model
KW - Lifetime evaluation
KW - Organic anti-corrosion coating
UR - https://www.scopus.com/pages/publications/85168362270
U2 - 10.1007/s10924-023-03015-5
DO - 10.1007/s10924-023-03015-5
M3 - 文章
AN - SCOPUS:85168362270
SN - 1566-2543
VL - 32
SP - 1046
EP - 1064
JO - Journal of Polymers and the Environment
JF - Journal of Polymers and the Environment
IS - 3
ER -