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    15 repositories

    • nested-fourier-deeponet-gcs-3d

      Public
      Nested Fourier-DeepONet for 3D geological carbon sequestration
      Apache License 2.0
      •0•1•0•0•Updated Nov 19, 2024Nov 19, 2024

    • pinn-heterogeneous-material

      Public
      Identifying heterogeneous mechanical properties using PINNs
      Python
      •
      Apache License 2.0
      •1•3•0•0•Updated Sep 7, 2024Sep 7, 2024

    • fourier-mionet-gcs

      Public
      Fourier-enhanced multiple-input neural operators
      Python
      •
      Apache License 2.0
      •2•5•0•0•Updated Sep 7, 2024Sep 7, 2024

    • mixed-precision-sciml

      Public
      Mixed precision scientific machine learning
      Jupyter Notebook
      •
      Apache License 2.0
      •2•6•1•0•Updated Aug 25, 2024Aug 25, 2024

    • pinn-macro-finance

      Public
      Deep learning for solving and estimating dynamic macro-finance models
      Python
      •
      Apache License 2.0
      •2•5•0•0•Updated Aug 9, 2024Aug 9, 2024

    • pinn-thrombus-mri

      Public
      Transfer learning on PINNs for tracking hemodynamics
      Python
      •
      Apache License 2.0
      •2•9•0•0•Updated Aug 4, 2024Aug 4, 2024

    • sbinn

      Public
      SBINN: Systems-biology informed neural network
      Python
      •
      Apache License 2.0
      •17•28•0•1•Updated Jun 17, 2024Jun 17, 2024

    • fourier-deeponet-fwi

      Public
      Fourier-DeepONet for FWI
      Python
      •
      Apache License 2.0
      •0•7•0•0•Updated Dec 29, 2023Dec 29, 2023

    • deeponet-fno

      Public
      DeepONet & FNO (with practical extensions)
      Python
      •
      Other
      •49•224•19•0•Updated Jul 14, 2023Jul 14, 2023

    • multifidelity-deeponet

      Public
      Multifidelity DeepONet
      Jupyter Notebook
      •
      Apache License 2.0
      •13•27•2•0•Updated Jul 12, 2023Jul 12, 2023

    • pinn-material-identification

      Public
      Physics-informed neural networks for identifying material properties in solid mechanics
      Python
      •
      Apache License 2.0
      •5•14•1•0•Updated Jul 3, 2023Jul 3, 2023

    • deeponet-extrapolation

      Public
      DeepONet extrapolation
      Python
      •
      Apache License 2.0
      •6•24•0•0•Updated Jun 4, 2023Jun 4, 2023

    • mionet

      Public
      MIONet: Learning multiple-input operators via tensor product
      Python
      •
      Apache License 2.0
      •10•27•2•0•Updated Nov 13, 2022Nov 13, 2022

    • pinn-sampling

      Public
      Non-adaptive and residual-based adaptive sampling for PINNs
      Python
      •
      Apache License 2.0
      •13•59•4•0•Updated Oct 24, 2022Oct 24, 2022

    • gpinn

      Public
      gPINN: Gradient-enhanced physics-informed neural networks
      Python
      •
      Apache License 2.0
      •16•78•6•0•Updated Apr 15, 2022Apr 15, 2022