TY - RPRT TI - Mesh-based super-resolution of fluid flows with multiscale graph neural networks AU - Barwey, Shivam [Argonne National Laboratory (ANL), Argonne, IL (United States)] (ORCID:0000000217171805) AU - Pal, Pinaki [Argonne National Laboratory (ANL), Argonne, IL (United States)] (ORCID:0000000286305731) AU - Patel, Saumil [Argonne National Laboratory (ANL), Argonne, IL (United States)] AU - Balin, Riccardo [Argonne National Laboratory (ANL), Argonne, IL (United States)] (ORCID:000000021906902X) AU - Lusch, Bethany [Argonne National Laboratory (ANL), Argonne, IL (United States)] (ORCID:0000000295219990) AU - Vishwanath, Venkatram [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)] (ORCID:0000000197318936) AU - Balakrishnan, Ramesh [Argonne National Laboratory (ANL), Argonne, IL (United States)] (ORCID:0000000185165485) PY - 2025 DO - 10.1016/j.cma.2025.118072 UR - https://www.osti.gov/biblio/2587579 ID - 2587579 ER -