bruce803 / Air-quality-predictionLinks
We propose to continuously predict the whole $station \times feature$ map in the next 1 to 48 hours with a convolutional LSTM (ConvLSTM, long short-term memory), which replaces the fully connected network in the classical LSTM with convolutional operations.
☆10Updated 5 years ago
Alternatives and similar repositories for Air-quality-prediction
Users that are interested in Air-quality-prediction are comparing it to the libraries listed below
Sorting:
- Predict pictures based on ConvLSTM☆19Updated 4 years ago
- Convolutional LSTM for Precipitation Nowcasting☆57Updated 7 years ago
- Images timeseries sequence with ConvLSTM for windspeed prediction & CNN cyclone intensity☆38Updated 2 years ago
- ConvLSTM for short-term precipitation forecasting.☆22Updated 6 years ago
- This is a project for predicting air pollutants in London by time series model, including lstm, bilstm, Convlstm, attention lstm, lightGB…☆144Updated 4 years ago
- TianChi AIEarth Contest Solution☆80Updated 3 years ago
- A model for short-term precipitation forecasting based on radar data☆66Updated last year
- Typhoon Prediction☆12Updated 5 years ago
- TensorFlow implementation of a Multi-Input ConvLSTM for predicting flood extent.☆18Updated 3 years ago
- 从Convlstm2D的基础上改编: https://github.com/ndrplz/ConvLSTM_pytorch 可用于雷达回波等短临预报领域,采用模仿Dr.SXJ的Seq2seq结构.☆33Updated 5 years ago
- PM2.5-GNN: A Domain Knowledge Enhanced Graph Neural Network For PM2.5 Forecasting☆195Updated 2 months ago
- Precipitation Nowcasting using DL - CS230 Deep Learning course group project☆22Updated 5 years ago
- CIKM contest entry 'Convolutional LSTM neural network to extrapolate radar images, and predict rainfall'☆193Updated 7 years ago
- A library designed to implement deep learning algorisms to climate data for weather and climate prediction.☆21Updated 2 years ago
- Wind Speed Prediction using LSTM☆13Updated 5 years ago
- 雷达回波外推，ConvLSTM，训练模型并外推。☆88Updated 7 years ago
- LightNet: A Dual Spatiotemporal Encoder Network Model for Lightning Prediction In KDD 2019☆18Updated 4 years ago
- Extension of ConvLSTM and Time-LSTM for irregularly spaced images, appropriate for Remote Sensing☆21Updated 5 years ago
- Deep Learning for Weather Forecasting, accepted applied data science of KDD 2019☆96Updated 2 years ago
- GAN based ConvLSTM in precipitation prediction (Trial Version)☆49Updated last year
- KDD2018 CUP - Predicting air pollutants for next 48 hours in London and Beijing using Deep Learning☆29Updated 6 years ago
- 🍃 Wind Speed Prediction Model based on Pytorch☆14Updated last year
- LSTM to predict wind speed☆53Updated 4 years ago
- ☆94Updated last year
- Self-Attention ConvLSTM for Spatiotemporal Prediction, described in `https://ojs.aaai.org//index.php/AAAI/article/view/6819`, test on Mov…☆66Updated 4 years ago
- Code for paper "Thunderstorm nowcasting with deep learning: a multi-hazard data fusion model"☆35Updated 2 years ago
- We use weather data of Ulsan, Korea from 1980 to 2017 to predict temperature.☆86Updated 4 years ago
- (Journal of Hydrology 2025) U-RNN High-resolution spatiotemporal nowcasting of urban flooding☆61Updated 2 months ago
- A DEMO of weather radar nowcasting using deep learning model (SmaAt-Unet)☆54Updated 3 years ago
- Code for the paper "STConvS2S: Spatiotemporal Convolutional Sequence to Sequence Network for Weather Forecasting" (Neurocomputing, Elsevi…☆68Updated 4 years ago