PARTICLES 2025, INTERNATIONAL CONFERENCE ON PARTICLE-BASED METHODS

IS20B Data-driven methods and machine learning for granular systems across scales and regimes II

Main Organizer: Prof. Jose Andrade ( California Institute of Technology , United States )
Please note that IS24 and IS20 have been merged

Mon, 20/10/2025
14:15 - 16:15
Auditori
IS20B

Chaired by:
Prof. Jose Andrade (California Institute of Technology , United States)

Keynote NeuralDEM - modern machine learning techniques for CFD-DEM
B. Alkin (Emmi AI GmbH), *T. Kronlachner (Emmi AI GmbH), S. Papa (University of Amsterdam), S. Pirker (JKU Linz), T. Lichtenegger (JKU Linz), J. Brandstetter (Emmi AI GmbH / JKU Linz)
Data-driven large-step simulations of transport in particulate multiphase flows
*T. Lichtenegger (Johannes Kepler University, Linz), J. Brandstetter (Emmi AI GmbH)
Surrogate Modelling of Non-Newtonian Free-Surface Flows with NeuralPFEM
*F. Lanteri (Politecnico di Milano), M. Cremonesi (Politecnico di Milano)
Accelerating SPH Simulations in LS-DYNA with Graph Network Simulator (GNS)
*S. Matsumi (Hiroshima University), T. Hata (Hiroshima University), R. Hashimoto (Kyoto Unicersity), Y. Shimazu, R. Sekizuka
Adapting Graph Neural Networks for Granular Flow with Varying Material Properties
*N. Manoharan (The University of Texas at Austin), H. Iqbal (The University of Texas at Austin), K. Kumar (The University of Texas at Austin)