TY - RPRT TI - Understanding latent timescales in neural ordinary differential equation models of advection-dominated dynamical systems AU - Nair, Ashish S. [Argonne National Laboratory (ANL), Argonne, IL (United States); University of Notre Dame, IN (United States)] AU - Barwey, Shivam [Argonne National Laboratory (ANL), Argonne, IL (United States)] (ORCID:0000000217171805) AU - Pal, Pinaki [Argonne National Laboratory (ANL), Argonne, IL (United States)] AU - MacArt, Jonathan F. [University of Notre Dame, IN (United States)] AU - Arcomano, Troy [Argonne National Laboratory (ANL), Argonne, IL (United States)] AU - Maulik, Romit [Argonne National Laboratory (ANL), Argonne, IL (United States); Pennsylvania State Univ., University Park, PA (United States)] PY - 2025 DO - 10.1016/j.physd.2025.134650 UR - https://www.osti.gov/biblio/3004189 ID - 3004189 ER -