Unsupervised machine learning for automated corrosion staging using optical microscopy images

Abstract Corrosion poses a substantial economic burden, and machine learning is increasingly being explored for its potential in staging, predictive maintenance, and data-driven decision making. This study presents an unsupervised automated corrosion staging method based on image processing and mach...

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Bibliographic Details
Main Authors: Ashwin RajKumar, Naveen Paluru, Raji Susan Mathew, Prathamesh Shenai, Dana Abdeen, Nicholas Laycock, Phaneendra K. Yalavarthy
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:npj Materials Degradation
Online Access:https://doi.org/10.1038/s41529-025-00635-1
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