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@ARTICLE{Trvnkov:1047685,
      author       = {Trávníková, Veronika and von Lieres, Eric and Behr,
                      Marek},
      title        = {{Q}uantifying data needs in surrogate modeling for flow
                      fields in two-dimensional stirred tanks with
                      physics-informed neural networks},
      journal      = {Physics of fluids},
      volume       = {37},
      number       = {11},
      issn         = {1527-2435},
      address      = {[Erscheinungsort nicht ermittelbar]},
      publisher    = {American Institute of Physics},
      reportid     = {FZJ-2025-04460},
      pages        = {117112},
      year         = {2025},
      cin          = {IBG-1},
      ddc          = {530},
      cid          = {I:(DE-Juel1)IBG-1-20101118},
      pnm          = {2172 - Utilization of renewable carbon and energy sources
                      and engineering of ecosystem functions (POF4-217)},
      pid          = {G:(DE-HGF)POF4-2172},
      typ          = {PUB:(DE-HGF)16},
      doi          = {10.1063/5.0291054},
      url          = {https://juser.fz-juelich.de/record/1047685},
}