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@envfluids Rice Environmental Fluid Dynamics Group

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    22 repositories

    • reforecast

      Public
      0•0•0•0•Updated Aug 7, 2026Aug 7, 2026

    • monsoon-onset

      Public
      Operational version of the data-driven monsoon onset
      Python
      •0•1•0•0•Updated Jun 30, 2026Jun 30, 2026

    • envfluids.github.io

      Public
      Website for the Climate Extremes Theory and Data Group
      HTML
      •
      MIT License
      •0•0•0•0•Updated Feb 10, 2026Feb 10, 2026

    • monsoon-operational

      Public
      0•0•0•0•Updated Feb 6, 2026Feb 6, 2026

    • monsoon-benchmark

      Public
      Python
      •0•1•0•0•Updated Feb 4, 2026Feb 4, 2026

    • training-program

      Public
      Jupyter Notebook
      •2•0•0•0•Updated Sep 26, 2025Sep 26, 2025

    • py2d

      Public
      Python 2D Navier-Stokes solver
      Python
      •
      MIT License
      •10•31•17•1•Updated Aug 4, 2025Aug 4, 2025

    • FourCastNet

      Public
      Gray Swan Tropical Cyclone Forecasting with AI?
      Python
      •
      GNU General Public License v3.0
      •1•5•0•0•Updated Oct 28, 2024Oct 28, 2024

    • NeuralGCM

      Public
      Customized codes for running NeuralGCM
      Python
      •1•1•0•0•Updated Oct 3, 2024Oct 3, 2024

    • RLonKorali

      Public
      Scientific Reinforcement Learning for sub-grid scale modeling of 2D turbulence
      Python
      •4•0•0•0•Updated Sep 13, 2024Sep 13, 2024

    • 2D-DDP

      Public
      CNN and CNN w/ transfer learning
      Python
      •2•5•0•0•Updated Jul 5, 2024Jul 5, 2024

    • MEDIDA_QG

      Public
      Interpretable structural model error discovery from sparse assimilation increments using spectral bias-reduced neural networks: A quasi-geostrophic turbulence t…
      Python
      •2•0•0•0•Updated Dec 29, 2023Dec 29, 2023

    • WACCM-Emulation

      Public
      This is a DNN written with PyTorch to Emulate the gravity wave drag (GWD, both zonal and meridional ) in the WACCM Simulation.
      Python
      •3•0•0•0•Updated Aug 18, 2023Aug 18, 2023

    • TL_for_SGS_Models

      Public
      Python
      •2•9•0•0•Updated Mar 7, 2023Mar 7, 2023

    • LPINNs

      Public
      Python
      •8•0•0•0•Updated Dec 20, 2022Dec 20, 2022

    • MEDIDA

      Public
      MEDIDA: Model Error Discovery with Interpretability and Data Assimilation
      machine-learningregressionrvm
      machine-learningregressionrvmkalman-filtersindydata-assimilation-enkf
      Python
      •1•4•0•0•Updated Sep 13, 2022Sep 13, 2022

    • Burgers_DDP_and_TL

      Public
      Produce datasets and implement the DDP, DSMAG, and TL referenced in the accompanying paper Data-driven subgrid-scale modeling of forced Burgers turbulence usin…
      Python
      •9•5•0•2•Updated Feb 11, 2022Feb 11, 2022

    • Data-driven-super-parametrization-with-deep-learning

      Public
      Experimentation With Multiscale Lorenz 96 Systems and Transfer Learning
      Python
      •5•1•0•0•Updated Jun 13, 2021Jun 13, 2021

    • machine_learning_for_climate

      Public
      A set of pre-processing codes, A deep convolutional neural net and post-processing codes for classifying turbulent climate patterns
      MATLAB
      •3•1•0•0•Updated Jun 13, 2021Jun 13, 2021

    • DLC_Extreme

      Public
      Companion code for "Analog forecasting of extreme-causing weather patterns using deep learning"
      Python
      •14•0•0•0•Updated Jun 13, 2021Jun 13, 2021

    • RCESN_spatio_temporal

      Public
      Spatio-temporal forecasting of Lorenz96 with RC-ESN, RNN-LSTM and ANN
      Python
      •25•0•0•0•Updated Jun 13, 2021Jun 13, 2021

    • nhyb-scaling2019

      Public
      Codes that for running quasi-geostrophic flow.
      MATLAB
      •1•0•0•0•Updated Nov 20, 2019Nov 20, 2019
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