Toward learning lattice boltzmann collision operators

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  • who: Alessandro Corbetta from the Eindhoven University of Technology, Eindhoven, MB, The Netherlands have published the research: Toward learning Lattice Boltzmann collision operators, in the Journal: Eur. Phys. J. E (2023) 46 :10 of /2023/
  • what: The authors explore the possibility of learning from data collision operators for the Lattice Boltzmann Method using a deep learning approach. The authors compare a hierarchy of designs of the neural network (NN) collision operator and evaluate the performance of the resulting LBM method in reproducing time dynamics of several canonical flows. The authors demonstrate that vanilla NN architecture . . .

     

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