NCAR / mlmicrophysics
Machine learning emulators for microphysical processes.
☆13Updated 6 months ago
Alternatives and similar repositories for mlmicrophysics:
Users that are interested in mlmicrophysics are comparing it to the libraries listed below
- Python code for "Applications of Deep Learning to Ocean Data Inference and Sub-Grid Parameterisation" (https://doi.org/10.1029/2018MS0014…☆48Updated 6 years ago
- Uncertainty quantification for machine learning at Cooperative Institute for Research in the Atmosphere☆16Updated 2 years ago
- Detect, classify, and track Rossby Wave Breaking (RWB) in weather and climate data.☆30Updated 5 months ago
- pyEOF: Empirical Orthogonal Function (EOF) analysis and Rotated EOF analysis in Python☆43Updated 3 years ago
- Invert geophysical fluid dynamic problems (elliptic partial differential equations) using SOR iteration method.☆47Updated last month
- A 2-layer quasi-geostrophic atmospheric model in Python. Can be coupled to a simple land or shallow-water ocean component.☆39Updated last month
- a toolbox for Earth System Model analysis☆29Updated 3 years ago
- ☆14Updated 4 years ago
- A simple atmospheric model☆18Updated 8 years ago
- Tools for deep learning and ensemble forecasting☆13Updated 6 years ago
- A python wrapper for aerobulk (https://github.com/brodeau/aerobulk)☆18Updated last month
- A set of pre-processing codes, A deep convolutional neural net and post-processing codes for classifying turbulent climate patterns☆12Updated 6 years ago
- A numerical model of atmospheric general circulation on the tropical beta-plane based on the Gill 1980 paper.☆16Updated 2 years ago
- Neural Networks based unified physics parameterization for atmospheric models☆4Updated last year
- Python wrapper for the FV3-based global climate model☆28Updated 3 years ago
- MILES Community Research Digital Intelligence Twin (CREDIT): research platform for AI numerical weather prediction models.☆26Updated this week
- Simulate SEVIRI satellite channels from WRF output☆20Updated 4 months ago
- XRO: Extended nonlinear Recharge Oscillator model☆17Updated last month
- Beta for Pangeo Postprocessing☆17Updated 4 years ago
- Python code to manage ERA5 downloads at NCI☆32Updated 4 years ago
- End-to-end machine-learning library for predicting thunderstorm hazards.☆34Updated 2 months ago
- El nino forecast based on a few machine learning methods☆24Updated 8 years ago
- Forecast Verification/Validation Tools in Python☆34Updated last year
- Scripts for controlling DA workflows with MPAS-Model and mpas-bundle☆21Updated this week
- Python codes for studying predictability and data assimlation with a surface quasi-geostrophic turbulence model☆31Updated last month
- TECA, theToolkit for Extreme Climate Analysis, contains a collection of climate anlysis algorithms targetted at extreme event detection a…☆60Updated 2 weeks ago
- Code for neural network parameterization project☆74Updated 5 years ago
- Lorenz 1996 two time-scale model for learning machine learning☆51Updated 3 months ago
- code for simple models of the atmosphere and ocean☆30Updated 3 years ago
- UCLALES-SALSA is a Large-Eddy model coupled with a detailed sectional microphysics module for aerosol, clouds and precipitation☆13Updated 3 weeks ago