salvaRC / El-GNNinoLinks
Code associated with the NeurIPS 2020 Climate Change workshop proposal paper "Graph Neural Networks for Improved El Niño Forecasting"
☆34Updated 4 years ago
Alternatives and similar repositories for El-GNNino
Users that are interested in El-GNNino are comparing it to the libraries listed below
Sorting:
- Code associated with the paper "The World as a Graph: Improving El Niño Forecasting with Graph Neural Networks".☆33Updated 2 years ago
- Code for the paper "STConvS2S: Spatiotemporal Convolutional Sequence to Sequence Network for Weather Forecasting" (Neurocomputing, Elsevi…☆68Updated 4 years ago
- Software to train/evaluate models to reconstruct missing values in climate data (e.g., HadCRUT4) based on a U-Net with partial convolutio…☆89Updated 2 weeks ago
- Spatio-temporal Numerical Weather Forecasting Pipeline. It has the code for the introduced weather model architecture☆53Updated last year
- CNN for climate forecast☆90Updated last year
- ☆10Updated last year
- Deep learning for multi-year ENSO forecasts Reproduction☆55Updated last year
- ☆40Updated 4 years ago
- A MetNet implementation in Pytorch and fastai☆31Updated 4 years ago
- Testing out Diffusion-based models for weather and PV forecasting☆15Updated 2 weeks ago
- Machine learning models for estimating aleatoric and epistemic uncertainty with evidential and ensemble methods.☆29Updated 3 months ago
- ☆30Updated last year
- Causality-structured LSTM (source code of "Causality-Structured Deep Learning for Soil Moisture Predictions", Journal of Hydrometeorology…☆23Updated 3 years ago
- Subseasonal forecasting models☆54Updated 8 months ago
- A plugin for climetlab to retrieve the Eumetnet postprocessing benchmark dataset.☆31Updated 3 weeks ago
- This repository contains the code and data for the paper "Local Off-Grid Weather Forecasting with Multi-Modal Earth Observation Data".☆46Updated last month
- Software for training, running and analyzing a Deep Learning Earth System Model (DLESyM)☆21Updated this week
- PyTorch Code of "Memory In Memory: A Predictive Neural Network for Learning Higher-Order Non-Stationarity from Spatiotemporal Dynamics"☆15Updated 4 years ago
- Deep Learning for Post-Processing Ensemble Weather Forecasts☆91Updated 2 years ago
- Deep learning models for global weather prediction on a cubed sphere☆95Updated 5 years ago
- Official PyTorch implementation of "Self-Attentive Ensemble Transformer: Representing Ensemble Interactions in Neural Networks for Earth …☆14Updated 3 years ago
- ☆26Updated last year
- ☆33Updated 2 years ago
- CNN based ENSO all season forecast model☆18Updated last year
- The central point of ongoing research regarding the usefulness of the large-scale atmospheric variability in the Mediterranean for foreca…☆29Updated 2 years ago
- A spherical CNN for weather forecasting☆72Updated 2 years ago
- climetlab plugin to access subseasonal to seasonal (S2S) forecasts for the s2s-ai-challenge☆36Updated 2 years ago
- Large-scale Time-series Dataset Towards Next-Generation Global Station Weather Forecasting Benchmark☆77Updated last year
- Code accompanying our IARAI Weather4cast Challenge☆50Updated 3 years ago
- Implementation of convolutional conditional neural processes for statistical downscaling☆33Updated 4 years ago