Korea, Republic of (South Korea)
The Catholic University of Korea
Deep neural network, Optimal learning rate, Layerwise update, Relaxation, Local Lipschitz analysis
deep learning, Layerwise update, Determination of learning rates, Lipschitz constant
Deep Learning, Layerwise update, Determination of learning rates, Lipschitz constant
Wind Tunnel Simulations, AI-based Methods, cfd, machine learning
Poisson equation, Hodge projection, Octree, Super-convergence, Stability, Symmetric solver
Poisson equation, Octree, Irregular domain, Super-convergence, Hodge decomposition
Flow field prediction, CFD-enhanced ML model, Flow branch fusion U-net (FBFU-Net), Multimodal transfer module (MMTM)
Highly Oscillatory Systems, Deep Learning for Dynamical Systems, ODE-informed Neural Networks