
MS1-09A Learning models for CFD: opportunities and limitations
Corresponding Organizer: Dr. Laura Mainini ( Imperial College London , United Kingdom )
Chaired by:
Dr. Laura Mainini ( Imperial College London , United Kingdom ) , Dr. Matteo Diez ( CNR-INM , Italy )
Dr. Laura Mainini ( Imperial College London , United Kingdom ) , Dr. Matteo Diez ( CNR-INM , Italy )
Scheduled presentations:
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Keynote
What is machine learning learning? Autoencoders for reduced-order modelling of turbulence.
L. Magri*, D. Kelshaw, N. Doan -
Explainable transfer learning for stable and generalizable data-driven LES
Y. Guan*, A. Chattopadhyay, P. Hassanzadeh -
Using deep learning techniques for solving convection-dominated convection-diffusion equations
D. Frerichs-Mihov*, L. Henning, V. John -
Learning models from single and multiple sources for fluid problems in engineering design and optimization
L. Mainini*