TY - JOUR AU - Trávníková, Veronika AU - von Lieres und Wilkau, Eric AU - Behr, Marek TI - Quantifying data needs in surrogate modeling for flow fields in two-dimensional stirred tanks with physics-informed neural networks Available JO - Physics of fluids VL - 37 IS - 11 SN - 1089-7666 CY - [Erscheinungsort nicht ermittelbar] PB - American Institute of Physics M1 - RWTH-2026-01476 SP - 117112 PY - 2025 LB - PUB:(DE-HGF)16 UR - <Go to ISI:>//WOS:001612082200003 DO - DOI:10.1063/5.0291054 UR - https://publications.rwth-aachen.de/record/1028130 ER -