TY - RPRT TI - A physics-constrained neural ordinary differential equations approach for robust learning of stiff chemical kinetics AU - Kumar, Tadbhagya [Argonne National Laboratory (ANL), Argonne, IL (United States)] AU - Kumar, Anuj [Argonne National Laboratory (ANL), Argonne, IL (United States); North Carolina State University, Raleigh, NC (United States)] AU - Pal, Pinaki [Argonne National Laboratory (ANL), Argonne, IL (United States)] (ORCID:0000000286305731) PY - 2025 DO - 10.1080/13647830.2025.2478266 UR - https://www.osti.gov/biblio/2588541 ID - 2588541 ER -