# Accelerating charge estimation in molecular dynamics simulations using physics-informed neural networks: corrosion applications

> Research article (npj Computational Materials, 2025) · cited 16× · AI/ML

**Wikidata**: [openalex:W4407111599](https://www.wikidata.org/wiki/openalex:W4407111599)  
**Source**: https://4ort.xyz/entity/accelerating-charge-estimation-in-molecular-dynamics-simulations-using-physics-informed-neural-networks-corrosion-applic