Prediction of coating degradation based on “Environmental Factors–Physical Property–Corrosion Failure” two-stage machine learning

Abstract The corrosion failure prediction of coating materials in diverse environments is of great significance for service performance evaluation. This work proposes a two-stage machine learning method that makes use of various data, including environmental factors, physical properties, and coating...

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Bibliographic Details
Main Authors: Weiting Chen, Lingwei Ma, Yiran Li, Dequan Wu, Kun Zhou, Jinke Wang, Zhibin Chen, Xin Guo, Zongbao Li, Thee Chowwanonthapunya, Xiaogang Li, Dawei Zhang
Format: Article
Language:English
Published: Nature Portfolio 2025-06-01
Series:npj Materials Degradation
Online Access:https://doi.org/10.1038/s41529-025-00614-6
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