Scheduled presentations:

• Symbolic Regression Aerodynamic Modeling for High-Speed Projectiles at High Angle of Attack Considering Physical Constraints
  *T. Lin (Northwestern Polytechnical University), Y. Diao (Northwestern Polytechnical University), G. Wang (Northwestern Polytechnical University)
• Learning-Based Control of a Nonlinear and Constrained Liquid Rocket Engine
  *J. Dauer (German Aerospace Center (DLR)), V. Bareiß (German Aerospace Center (DLR)), E. Kurudzija (German Aerospace Center (DLR)), K. Dresia (German Aerospace Center (DLR)), J. Deeken (German Aerospace Center (DLR)), G. Waxenegger-Wilfing (German Aerospace Center (DLR))
• Application of Machine Learning to Dynamic Analysis of Composite Materials
  *I. Batista Paes de Oliveira (Instituto Tecnológico de Aeronáutica/ Embraer), F. Luiz de Silva Bussamra (Instituto Tecnológico de Aeronáutica (ITA)), F. Olmi (Embraer)
• Multi-Fidelity Physics Informed Neural Networks for Nonlinear Pseudoshock Modeling in Scramjet Inlets
  *D. Thiemann (Brown University), A. Peyvan (Brown University), V. Narayanaswamy (North Carolina State University), L. Bravo Robles (DEVCOM - US Army Research Laboratory), G. Karniadakis (Brown University)
• Finite-Element Method Based Neural Networks for Mechanical Building Blocks of Built Infrastructure: Beams, Frames and Plates
  *P. Franz (German Aerospace Center (DLR)), M. von Danwitz (German Aerospace Center (DLR)), A. Popp (University of the Bundeswehr Munich)
• Fast Infrared Signature Prediction with LBL accuracy from CFD using Machine Learning
  *M. Massa (University of Naples Federico II), P. Borrelli (Leonardo Aircraft), T. Astarita (University of Naples Federico II), R. Tognaccini (University of Naples Federico II)