JunwenBai / GNN-RNNLinks
A GNN-RNN approach for harnessing geospatial and temporal information: application to crop yield prediction
☆24Updated 7 months ago
Alternatives and similar repositories for GNN-RNN
Users that are interested in GNN-RNN are comparing it to the libraries listed below
Sorting:
- Spatial regression graph convolutional neural networks: Spatial regression analysis conducted in the manner of graph convolutional neural…☆59Updated 3 years ago
- PM2.5-GNN: A Domain Knowledge Enhanced Graph Neural Network For PM2.5 Forecasting☆212Updated 8 months ago
- This repository contains code for the paper "Improving day-ahead Solar Irradiance Time Series Forecasting by Leveraging Spatio-Temporal C…☆94Updated last year
- ☆49Updated 6 months ago
- A PyTorch implementation of the Geographically Neural Network Weighted Regression (GNNWR) and its extensions☆175Updated 2 weeks ago
- ☆19Updated 2 years ago
- Official implementation of Earthformer☆436Updated 2 years ago
- ☆23Updated 2 years ago
- (Journal of Hydrology 2025) U-RNN High-resolution spatiotemporal nowcasting of urban flooding☆72Updated 8 months ago
- ☆125Updated 2 years ago
- Official repo for "Solar Irradiance Anticipative Transformer" paper to be published in CVPR workshop Earth Vision 2023☆14Updated 2 years ago
- This repository contains codes for the paper entitled "A CNN-RNN Framework for Crop Yield Prediction"☆164Updated last year
- code for HiSTGNN: Hierarchical Graph Neural Networks for Weather Forecasting, Information Sciences☆17Updated 2 weeks ago
- Curated papers on survey paper "deep learning and foundation models for weather prediction".☆53Updated 2 weeks ago
- PyTorch implementation of the paper "Positional Encoder Graph Neural Networks for Geographic Data"☆60Updated 2 years ago
- Rethinking Urban Mobility Prediction: A Super-Multivariate Time Series Forecasting Approach (TITS)☆20Updated last year
- A physics-constrained stochastic sky video prediction model for probabilistic short-term solar forecasting☆61Updated last year
- About code release of "Interpretable Weather Forecasting for Worldwide Stations with a Unified Deep Model", Nature Machine Intelligence, …☆190Updated last year
- Spatio-Temporal Prediction Paper List☆263Updated 9 months ago
- Pytorch implementation of Physics Guided Differential Equation Network for Air Quality Prediction (AirPhyNet).☆39Updated last year
- Paper code for "Adapting a deep convolutional RNN model with imbalanced regression loss for improved spatio-temporal forecasting of extre…☆17Updated 3 months ago
- TianChi AIEarth Contest Solution☆79Updated 4 years ago
- A comprehesive survey about foundation models for weather and cliamte data understanding.☆277Updated last year
- ☆30Updated last year
- PyTorch implementation of AirFormer, AAAI-23☆156Updated 3 years ago
- EarthNet Models PyTorch - Deep Neural Networks for geospatial vegetation forecasting.☆36Updated 4 months ago
- A game theory approach to measuring spatial effects from machine learning models.☆179Updated 2 weeks ago
- Solar Irradiance Forecasting with Transformer model☆28Updated 3 years ago
- A model for short-term precipitation forecasting based on radar data☆71Updated last year
- Pytorch Implementation of the Paper: Self-Attention ConvLSTM for Spatiotemporal Prediction☆29Updated last year