pbalapra / dl-pblLinks
Fast domain-aware neural network emulation of a planetary boundary layer parameterization in a numerical weather forecast model
☆12Updated 6 years ago
Alternatives and similar repositories for dl-pbl
Users that are interested in dl-pbl are comparing it to the libraries listed below
Sorting:
- explore the FV3 data for parameterization☆17Updated 9 months ago
- Code for neural network parameterization project☆19Updated last year
- Experiments demonstrating coupled online learning for machine learning parameterizations☆22Updated 2 years ago
- Python codes for studying predictability and data assimlation with a surface quasi-geostrophic turbulence model☆35Updated 7 months ago
- Python code for "Applications of Deep Learning to Ocean Data Inference and Sub-Grid Parameterisation" (https://doi.org/10.1029/2018MS0014…☆49Updated 6 years ago
- ☆14Updated 5 years ago
- ¡AnDA! is a Python library for the Analog Data Assimilation.☆28Updated 3 years ago
- R&D Python package for processing ICON data with xarray☆10Updated 2 years ago
- Code for neural network parameterization project☆76Updated 5 years ago
- Lorenz 96 model with GAN parameterization of unresolved scale (Y).☆37Updated 5 years ago
- Neural network loss functions for regression and classification tasks that can say "I don't know".☆13Updated 3 years ago
- Uncertainty quantification for machine learning at Cooperative Institute for Research in the Atmosphere☆19Updated 2 years ago
- Collection of Python scripts and notebooks to demonstrate plotting on the ICON grid.☆17Updated 11 months ago
- Neural Network code for the paper Neural Network Code for the paper 'Viewing Forced Climate Patterns through an AI Lens' by Elizabeth A. …☆11Updated 5 years ago
- Forecast Sensitivity to Observations and Observation Impact☆19Updated 3 years ago
- Easy emulating of geophysical models including (but not limited to!) Earth System Models.☆59Updated 7 months ago
- A set of pre-processing codes, A deep convolutional neural net and post-processing codes for classifying turbulent climate patterns☆12Updated 7 years ago
- Pythie is a Python package to postprocess weather forecasts. Presently, it contains the modules: MBM: a module to make member-by-member e…☆11Updated 3 years ago
- Python package based on PyTorch and Dask for efficient and parallelized data assimilation of weather model data and observations on GPUs.☆14Updated 8 months ago
- ML Datasets Catalog☆58Updated 2 years ago
- Software for training, running and analyzing a Deep Learning Earth System Model (DLESyM)☆21Updated this week
- Making it far easier to read in and work with large volumes of climate model output from CMIP5/6☆21Updated 5 years ago
- Multiple linear regression from Statsmodels library coupled with Xarray library☆14Updated 6 years ago
- Python wrapper for the FV3-based global climate model☆29Updated 3 years ago
- RTE+RRTMGP is a set of codes for computing radiative fluxes in planetary atmospheres. This fork uses neural networks for the gas optics c…☆19Updated 2 years ago
- Create boundary and initial conditions for WRF-Chem simulation☆15Updated last month
- El nino forecast based on a few machine learning methods☆24Updated 9 years ago
- Collocate xarray trajectories in arbitrary physical dimensions☆20Updated 7 years ago
- Benchmarking tools for applying AI/ML to data assimilation☆23Updated 4 months ago
- Generalized Analog Regression Downscaling (GARD) code☆33Updated last year