French Corrosion Institute

Nano‐Architectural Evolution and Hybridization Dynamics in Carbon Nanocoatings Under Electro‐Mechanical Coupling

ABSTRACT Current‐carrying tribological interfaces suffer from severe electrical corrosion because coupled electrical, mechanical, and tribochemical interactions continuously drive interfacial degradation. Although carbon‐based films exhibit excellent tribological and electrical p...

A Dual-Physics-Informed Neural Network with Incremental Learning for Corrosion Fatigue Crack Growth Prediction in Aluminum Alloys

Aluminum alloys used in aircraft structures are susceptible to corrosion fatigue cracking under combined aggressive environments and cyclic loading, threatening structural integrity. Pure data-driven models often fail under distribution shifts, while single-physics-informed neura...