├── .gitignore ├── 1D-Burger-SWAG ├── README.md ├── args.py ├── main.py ├── nn │ ├── bayesNN.py │ ├── burgerFiniteDifference.py │ ├── denseEDcirc.py │ └── swag.py ├── post │ ├── networks │ │ ├── torchSwagModel_epoch100.pth │ │ └── torchSwagModel_epoch200.pth │ ├── plotARContour.py │ ├── plotBARContour.py │ ├── plotBARSamples.py │ ├── plotFEMContour.py │ ├── plotMSE.py │ └── plotProfiles.py ├── solver │ ├── fd_burger1D.py │ ├── fenics_burger1D.py │ └── utils │ │ └── cpuinfo.py └── utils │ ├── burgerDataset.py │ ├── burgerLoader.py │ ├── post.py │ └── utils.py ├── 1D-KS-SWAG ├── README.md ├── args.py ├── main.py ├── nn │ ├── bayesNN.py │ ├── denseEDcirc.py │ ├── ksFiniteDifference.py │ └── swag.py ├── post │ ├── networks │ │ ├── torchSwagModel_epoch100.pth │ │ └── torchSwagModel_epoch200.pth │ ├── plotARContour.py │ ├── plotBARSamples.py │ ├── plotESD.py │ ├── plotMSE.py │ └── plotSpectralContour.py ├── solver │ ├── ksSolver.m │ ├── ksfm2real.m │ └── ksfmstp.m └── utils │ ├── ksLoader.py │ ├── post.py │ └── utils.py ├── 2D-Burgers-SWAG ├── README.md ├── args.py ├── main.py ├── nn │ ├── bayesNN.py │ ├── burger2DFiniteDifference.py │ ├── denseEDcirc2d.py │ └── swag.py ├── post │ ├── networks │ │ ├── torchSwagModel_epoch100.pth │ │ └── torchSwagModel_epoch200.pth │ ├── plotARContour.py │ ├── plotBARContour.py │ ├── plotBARSamples.py │ ├── plotFEMContour.py │ ├── plotInitialState.py │ ├── plotMSE.py │ └── plotProfiles.py ├── solver │ └── fenics_burgers2d.py └── utils │ ├── burgerLoader2D.py │ ├── post.py │ └── utils.py ├── LICENSE ├── README.md └── img ├── burger1d ├── burger_eq.png └── burger_pred.png ├── burger2d ├── burger2d_eq.png └── burger2d_pred.png ├── ks ├── ks_eq.png └── ks_pred.png ├── ks_AR_Long.png ├── main_animation.gif └── main_static.png /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cics-nd/ar-pde-cnn/HEAD/.gitignore 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