GNN Surrogate Models for Granular Flows

Graph neural network-based surrogate models for predicting granular flow behavior in arbitrarily shaped domains.

2023 – present
GNN Surrogate Model Deep Learning

Deep Learning for Reduced-Order Modeling

Data-driven reduced-order models using POD and deep learning for gas-solid multiphase flow simulations.

2019 – present
POD Deep Learning Multiphase Flow