zlxy9892 / ST-CausalConvNet
A spatiotemporal causal convolutional network for predicting PM2.5 concentrations.
☆36Updated 2 years ago
Alternatives and similar repositories for ST-CausalConvNet:
Users that are interested in ST-CausalConvNet are comparing it to the libraries listed below
- A spatiotemporal causal convolutional network for predicting PM2.5 concentrations.☆61Updated 2 years ago
- pm2.5 prediction code using LSTM and CNN hybrid model☆24Updated 5 years ago
- ☆18Updated 5 years ago
- This is the PyTorch implementation of TPA-LSTM☆59Updated 5 years ago
- Spatiotemporal graph convolutional network for wind speed prediction.☆36Updated 3 years ago
- This is a project for predicting air pollutants in London by time series model, including lstm, bilstm, Convlstm, attention lstm, lightGB…☆139Updated 4 years ago
- a easy pytorch implement of GeoMAN☆69Updated last year
- Self-Attention ConvLSTM for Spatiotemporal Prediction, described in `https://ojs.aaai.org//index.php/AAAI/article/view/6819`, test on Mov…☆64Updated 3 years ago
- Transformer based model for time series prediction☆128Updated 2 years ago
- Time series forecasting especially in LSTF compare，include Informer, Autoformer, Reformer, Pyraformer, FEDformer, Transformer, MTGNN, LST…☆111Updated 2 years ago
- We propose to continuously predict the whole $station \times feature$ map in the next 1 to 48 hours with a convolutional LSTM (ConvLSTM, …☆11Updated 4 years ago
- My own study notes about artificial intelligence technology☆36Updated 3 years ago
- PM2.5-GNN: A Domain Knowledge Enhanced Graph Neural Network For PM2.5 Forecasting☆183Updated 2 years ago
- a multivariate time series deep spatiotemporal forecasting model with graph neural network (MDST-GNN) is proposed to solve the existing …☆32Updated 2 years ago
- Multi-Step Spatio-Temporal Forecasting: https://authors.elsevier.com/sd/article/S0306-2619(22)01822-0☆74Updated 9 months ago
- Base-line model☆16Updated 2 years ago
- PyTorch implementation of AirFormer, AAAI-23☆127Updated 2 years ago
- Deep Learning for Weather Forecasting, accepted applied data science of KDD 2019☆96Updated last year
- Convolutional LSTM for Precipitation Nowcasting☆56Updated 7 years ago
- This code is the implementation of this paper (Multistage attention network for multivariate time series prediction)☆23Updated 4 years ago
- Spatiotemporal Attention Networks for Wind Power Forecasting☆74Updated 5 years ago
- ☆14Updated 2 years ago
- AQI-prediction using Nested LSTM and wavelet transform (WT) based on Keras.☆12Updated 3 years ago
- A Hybrid Deep Learning Model with Attention based ConvLSTM Networks for Short-Term Traffic Flow Prediction☆101Updated 3 years ago
- the extension of https://github.com/philipperemy/keras-attention-mechanism , create a new scipt to add attetion to input dimensions rath…☆77Updated 7 months ago
- 使用GCN和GRU组合模型，多站点气温预测☆35Updated 3 years ago
- PyTorch Code for running various time series models for different time stamps and confidence intervals for Solar Irradiance prediction.☆55Updated 4 years ago
- GAN based ConvLSTM in precipitation prediction (Trial Version)☆47Updated 11 months ago
- The source codes for HighAir: A Hierarchical Graph Neural Network-Based Air Quality Forecasting Method☆25Updated 4 years ago
- ☆44Updated 4 years ago