TY - RPRT TI - Accelerating charge estimation in molecular dynamics simulations using physics-informed neural networks: corrosion applications AU - Venkatraman, Aditya [Sandia National Lab. (SNL-NM), Albuquerque, NM (United States)] (ORCID:0000000254780693) AU - Wilson, Mark A. [Sandia National Lab. (SNL-NM), Albuquerque, NM (United States)] AU - de Oca Zapiain, David Montes [Sandia National Lab. (SNL-NM), Albuquerque, NM (United States)] (ORCID:0000000178900859) PY - 2025 DO - 10.1038/s41524-024-01495-0 UR - https://www.osti.gov/biblio/2584389 ID - 2584389 ER -