Engineering and Technology

Machine learning assisted discovery of high-efficiency self-healing epoxy coating for corrosion protection

T. Liu, Z. Chen, et al.

This study, conducted by Tong Liu, Zhuoyao Chen, Jingzhi Yang, Lingwei Ma, Arjan Mol, and Dawei Zhang, unveils a groundbreaking machine learning workflow that accurately predicts the corrosion resistance of self-healing epoxy coatings. Through advanced modeling and optimization, the researchers established a formulation that not only exhibits remarkable durability but also showcases excellent self-healing properties, outperforming conventional coatings in rigorous testing.