20 citations · 20 across the 2 of their papers we have counts for
2 papers
cs.LG2020★ 20 cited
An unsupervised learning approach to solving heat equations on chip based on Auto Encoder and Image Gradient
Haiyang He, Jay Pathak
Solving heat transfer equations on chip becomes very critical in the upcoming 5G and AI chip-package-systems. However, batches of simulations have to be performed for data driven s…
physics.comp-ph2020
DiscretizationNet: A Machine-Learning based solver for Navier-Stokes Equations using Finite Volume Discretization
Rishikesh Ranade, Chris Hill, Jay Pathak
Over the last few decades, existing Partial Differential Equation (PDE) solvers have demonstrated a tremendous success in solving complex, non-linear PDEs. Although accurate, these…