Scheduled presentations:

• Keynote Introducing PINNs in multi-scale computational homogenization with microstructures and unilateral contact
  *G. Drosopoulos (International Hellenic University), A. Muratidou (Technical University of Crete), G. Stavroulakis (Technical University of Crete)
• Physics-informed Machine Learning and Higher-order Multi-scale Modelling of Advanced Materials in Large Structures
  *A. Hii (Bristol Composites Institute), Z. Conti (Alan Turing Institute), A. Pirrera (Bristol Composites Institute), S. Hallett (Bristol Composites Institute), O. Thomsen (Bristol Composites Institute), B. El Said (Bristol Composites Institute)
• Accuracy and Intrinsic Limitations of Spectral-Based Reduced-Order Clustering Models for Nonlinear Crystal Plasticity
  *S. Torres Olivares (Eindhoven University of Technology), R. Peerlings (Eindhoven University of Technology), M. Geers (Eindhoven University of Technology)
• An adaptive pROM method and its application in computational homogenization
  *S. Wulfinghoff (Kiel Universit), J. Hauck (Kiel University), H. Goldbeck (Kiel University), A. Aliyeva (Kiel University)
• Data-Driven Plastic Return-Mapping based on homogenization using FFT and FE2
  *A. Daneshyar (Bauhaus-Universität Weimar), L. herrmann (Bauhaus-Universität Weimar), S. Kollmannsberger (Bauhaus-Universität Weimar)