MS122A Data-Driven Models and Validation Methods for Aeronautical Design and Simulation I

Main Organizer: Dr. Gonzalo Rubio ( UPM , Spain )
Mon, 20/07/2026
15:00 - 16:30
NM - 7 (Venice)
MS122A
Chaired by:
Dr. Gonzalo Rubio (UPM , Spain) , Mr. Nicolás Becerra-Zuñiga (Universidad Politécnica de Madrid , Spain)

Scheduled presentations:

  • Clustering-Enhanced MLP for Aerodynamic Surface Pressure Prediction
    *M. Jaraiz, F. Gutierrez, P. Yeste, M. Arnabat-Martín, S. Lanzan Ferran, A. Gabín, G. Rubio, E. Valero, L. Lacasa
  • Next-Gen Models for Aero: Diffusion, Transformers, and Flow Matching
    *D. Ramos, L. Lacasa, M. Arnabat-Martín, A. Mateo-Gabín, S. Lanzan, E. Valero, G. Rubio
  • Physics-Consistent Calibration of Surrogate Models for Multi-Mesh Pressure Field Prediction
    *F. Gutiérrez, F. Giral, M. Arnabat-Martín, A. Mateo-Gabín, S. Lanzan Ferran, E. Valero, G. Rubio
  • How to Train Your PINN: Pitfalls and the Perils of Low-Quality Data
    *N. Becerra-Zúñiga, D. Ramos, L. Lacasa, E. Valero, G. Rubio
  • Machine Learning You Can Certify: Predicting Fatigue Life in Aircraft
    *Á. Ladrón, M. Sánchez-Domínguez, J. Rozalén, F. Sánchez, J. de Vicente, L. Lacasa, E. Valero, G. Rubio