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  1. lululxvi/deepxde lululxvi/deepxde Public

    A library for scientific machine learning and physics-informed learning

    Python 3.8k 910

  2. lu-group/pinn-sampling lu-group/pinn-sampling Public

    A comprehensive study of non-adaptive and residual-based adaptive sampling for physics-informed neural networks

    Python 97 18

  3. lu-group/fourier-deeponet-fwi lu-group/fourier-deeponet-fwi Public

    Fourier-DeepONet: Fourier-enhanced deep operator networks for full waveform inversion with improved accuracy, generalizability, and robustness

    Python 34 1

  4. lu-group/deeponet-extrapolation lu-group/deeponet-extrapolation Public

    Reliable extrapolation of deep neural operators informed by physics or sparse observations

    Python 28 6

  5. lu-group/fourier-mionet-gcs lu-group/fourier-mionet-gcs Public

    Fourier-MIONet: Fourier-enhanced multiple-input neural operators for multiphase modeling of geological carbon sequestration

    Python 18 4

  6. lu-group/nested-fourier-deeponet-gcs-3d lu-group/nested-fourier-deeponet-gcs-3d Public

    Efficient and generalizable nested Fourier-DeepONet for three-dimensional geological carbon sequestration

    Python 8 2