cics-nd / cnn-surrogate Star 100 Code Issues Pull requests Bayesian deep convolutional encoder-decoder networks for surrogate modeling and uncertainty quantification uncertainty-quantification encoder-decoder bayesian-surrogate image-regression stein-variational-gradient-decent Updated Aug 4, 2020 Python
cics-nd / ar-pde-cnn Star 84 Code Issues Pull requests Physics-constrained auto-regressive convolutional neural networks for dynamical PDEs deep-learning partial-differential-equations convolutional-neural-networks bayesian-surrogate physics-constrained physics-informed Updated May 11, 2022 Python
cics-nd / rans-uncertainty Star 54 Code Issues Pull requests Uncertainty Quantification of RANS Data-Driven Turbulence Modeling deep-learning fluid-dynamics turbulence-models bayesian-surrogate stein-variational-gradient-decent rans Updated Jan 11, 2021 C++