TY - RPRT TI - Towards Long Term Extrapolation of Phase-field Simulations with Convolution-Only Deep Neural Networks AU - Bieberdorf, Nathan [External Affiliation] AU - Robbe, Pieterjan Magda M [Sandia National Laboratories (SNL-CA), Livermore, CA (United States)] AU - Asta, Mark [External Affiliation] AU - Capolungo, Laurent [External Affiliation] AU - Najm, Habib N. [Sandia National Laboratories (SNL-CA), Livermore, CA (United States)] (ORCID:0000000263387260) AU - Safta, Cosmin [Sandia National Laboratories (SNL-CA), Livermore, CA (United States)] (ORCID:0000000172197736) AU - Bonneville, Christophe Pol Andre [Sandia National Laboratories (SNL-CA), Livermore, CA (United States)] PY - 2025 DO - 10.2172/3378030 UR - https://www.osti.gov/biblio/3378030 ID - 3378030 ER -