├── .gitignore ├── .vscode └── launch.json ├── README.md ├── geo └── geo.vtu ├── ldc_2d.py ├── ldc_2d_zeroEq.py ├── network_checkpoint_ldc_2d ├── train_domain │ └── data │ │ ├── Interior.vtu │ │ ├── NoSlip.vtu │ │ └── TopWall.vtu └── val_domain │ └── data │ └── Val.vtu ├── openfoam ├── cavity_uniformVel0.csv ├── cavity_uniformVel_zeroEqn1.csv └── cavity_uniformVel_zeroEqn_refined.csv └── pictures ├── Methodology.PNG ├── PINN.PNG ├── continuity-liddrivencavity.PNG ├── lidrivencavity.PNG └── velocity-liddrivencavity.PNG /.gitignore: -------------------------------------------------------------------------------- 1 | /modulus pdf 2 | /network_checkpoint_ldc_2d -------------------------------------------------------------------------------- /.vscode/launch.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hinofafa/DeepPDE-LidDrivenCavityFlow/HEAD/.vscode/launch.json -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hinofafa/DeepPDE-LidDrivenCavityFlow/HEAD/README.md -------------------------------------------------------------------------------- /geo/geo.vtu: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hinofafa/DeepPDE-LidDrivenCavityFlow/HEAD/geo/geo.vtu -------------------------------------------------------------------------------- /ldc_2d.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hinofafa/DeepPDE-LidDrivenCavityFlow/HEAD/ldc_2d.py -------------------------------------------------------------------------------- /ldc_2d_zeroEq.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hinofafa/DeepPDE-LidDrivenCavityFlow/HEAD/ldc_2d_zeroEq.py -------------------------------------------------------------------------------- /network_checkpoint_ldc_2d/train_domain/data/Interior.vtu: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hinofafa/DeepPDE-LidDrivenCavityFlow/HEAD/network_checkpoint_ldc_2d/train_domain/data/Interior.vtu -------------------------------------------------------------------------------- /network_checkpoint_ldc_2d/train_domain/data/NoSlip.vtu: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hinofafa/DeepPDE-LidDrivenCavityFlow/HEAD/network_checkpoint_ldc_2d/train_domain/data/NoSlip.vtu -------------------------------------------------------------------------------- /network_checkpoint_ldc_2d/train_domain/data/TopWall.vtu: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hinofafa/DeepPDE-LidDrivenCavityFlow/HEAD/network_checkpoint_ldc_2d/train_domain/data/TopWall.vtu -------------------------------------------------------------------------------- /network_checkpoint_ldc_2d/val_domain/data/Val.vtu: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hinofafa/DeepPDE-LidDrivenCavityFlow/HEAD/network_checkpoint_ldc_2d/val_domain/data/Val.vtu -------------------------------------------------------------------------------- /openfoam/cavity_uniformVel0.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hinofafa/DeepPDE-LidDrivenCavityFlow/HEAD/openfoam/cavity_uniformVel0.csv -------------------------------------------------------------------------------- /openfoam/cavity_uniformVel_zeroEqn1.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hinofafa/DeepPDE-LidDrivenCavityFlow/HEAD/openfoam/cavity_uniformVel_zeroEqn1.csv -------------------------------------------------------------------------------- /openfoam/cavity_uniformVel_zeroEqn_refined.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hinofafa/DeepPDE-LidDrivenCavityFlow/HEAD/openfoam/cavity_uniformVel_zeroEqn_refined.csv -------------------------------------------------------------------------------- /pictures/Methodology.PNG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hinofafa/DeepPDE-LidDrivenCavityFlow/HEAD/pictures/Methodology.PNG -------------------------------------------------------------------------------- /pictures/PINN.PNG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hinofafa/DeepPDE-LidDrivenCavityFlow/HEAD/pictures/PINN.PNG -------------------------------------------------------------------------------- /pictures/continuity-liddrivencavity.PNG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hinofafa/DeepPDE-LidDrivenCavityFlow/HEAD/pictures/continuity-liddrivencavity.PNG -------------------------------------------------------------------------------- /pictures/lidrivencavity.PNG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hinofafa/DeepPDE-LidDrivenCavityFlow/HEAD/pictures/lidrivencavity.PNG -------------------------------------------------------------------------------- /pictures/velocity-liddrivencavity.PNG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hinofafa/DeepPDE-LidDrivenCavityFlow/HEAD/pictures/velocity-liddrivencavity.PNG --------------------------------------------------------------------------------