MS045C Discovering Evolution Equations Using Structure-Preserving Data-Driven Methods III
Main Organizer:
Dr.
Shenglin Huang
(
Nanyang Technological University
, Singapore
)
Chaired by:
Prof. Beatriz Moya (ENSAM Paris , France) , Dr. Shenglin Huang (Nanyang Technological University , Singapore)
Prof. Beatriz Moya (ENSAM Paris , France) , Dr. Shenglin Huang (Nanyang Technological University , Singapore)
Scheduled presentations:
-
A Metriplectic Transformer Architecture for Dissipative Dynamical Systems
-
A Thermodynamic-Consistent Reduced-Order Machine Learning Model for Non-Equilibrium Materials Response
-
Student
Thermodynamics -Informed Deep Learning for Flow Prediction
-
Learning equilibrium state transitions with graph neural networks: aplication to thin shells buckling
-
Learning non canonical Hamiltonian systems using variational integrator
-
Physics-Guided Neural Networks for Lyapunov-Stable Dynamic System Identification
