bayesian-surrogate

There are 1 repository under bayesian-surrogate topic.

cics-nd / cnn-surrogate
Bayesian deep convolutional encoder-decoder networks for surrogate modeling and uncertainty quantification
encoder-decoder bayesian-surrogate uncertainty-quantification image-regression stein-variational-gradient-decent
Language:Python 100
cics-nd / ar-pde-cnn
Physics-constrained auto-regressive convolutional neural networks for dynamical PDEs
physics-constrained deep-learning convolutional-neural-networks partial-differential-equations physics-informed bayesian-surrogate
Language:Python 83
cics-nd / rans-uncertainty
Uncertainty Quantification of RANS Data-Driven Turbulence Modeling
bayesian-surrogate rans turbulence-models stein-variational-gradient-decent deep-learning fluid-dynamics
Language:C++ 53