jejjohnson / ml4ssh
Machine learning applied to interpolate sea-surface height observations from altimetry tracks.
☆11Updated last year
Alternatives and similar repositories for ml4ssh:
Users that are interested in ml4ssh are comparing it to the libraries listed below
- Benchmarking tools for applying AI/ML to data assimilation☆10Updated 3 weeks ago
- PyTorch implemetation of multi-layer quasi-geostrophic model on rectangular domain with solid boundaries.☆10Updated 2 years ago
- Official implementation of Score-based Data Assimilation☆45Updated last year
- Testing out Diffusion-based models for weather and PV forecasting☆12Updated 3 months ago
- A ML-oriented generic patcher for xarray data structures.☆16Updated last year
- Code for neural network parameterization project☆16Updated last year
- SLAMS: Score-based Latent Assimilation in Multimodal Setting☆31Updated 7 months ago
- Machine learning models for estimating aleatoric and epistemic uncertainty with evidential and ensemble methods.☆24Updated 4 months ago
- A challenge on the mapping of satellite altimeter sea surface height data organised by MEOM@IGE, Ocean-Next and CLS.☆35Updated last year
- Uncertainty quantification for machine learning at Cooperative Institute for Research in the Atmosphere☆15Updated 2 years ago
- ¡AnDA! is a Python library for the Analog Data Assimilation.☆28Updated 3 years ago
- Scripts and examples for the ENS-10 Ensemble Prediction System machine learning dataset☆28Updated 2 years ago
- 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
- explore the FV3 data for parameterization☆17Updated last week
- Easy emulating of geophysical models including (but not limited to!) Earth System Models.☆55Updated last year
- A 2-layer quasi-geostrophic atmospheric model in Python. Can be coupled to a simple land or shallow-water ocean component.☆38Updated 3 months ago
- This is a package containing the most prominent parameterisations for the melt at the base of Antarctic ice shelves☆14Updated 2 months ago
- Quasi-geostrophic spectral solver in PyTorch☆16Updated 2 years ago
- Neural Networks based unified physics parameterization for atmospheric models☆3Updated 9 months ago
- Experiments demonstrating coupled online learning for machine learning parameterizations☆20Updated last year
- Compressing atmospheric data into its real information☆22Updated 3 years ago
- Python codes for studying predictability and data assimlation with a surface quasi-geostrophic turbulence model☆30Updated 3 weeks ago
- ☆28Updated last week
- Matlab tools for loading, interpolating, and displaying BedMachine ice sheet topography.☆24Updated last year
- A Python package for Climate Field Reconstruction☆16Updated last month
- OceanBench - SSH edition☆17Updated 11 months ago
- MApping SSH☆14Updated this week
- ☆33Updated 3 years ago
- Simple differentiable approximate ocean models built with JAX.☆13Updated last year
- Ai2 Climate Emulator☆73Updated this week