Home

Awesome

PWWB

Code for the paper "Real-Time Spatiotemporal Air Pollution Prediction with Deep Convolutional LSTM through Satellite Image Analysis"

Data: Satellite Image Dataset folder

225 GeoTiff 5400px by 5400px satellite images taken by the Sentinel-2 satellite over 100 square km area of Los Angeles county (Tile: T11SLT). Code: UpdatedStaggeredSatImage.ipynb

Sequential Encoder-Decoder ConvLSTM structure used on binary satellite image inputs. Error Metrics: MSE, SSIM(Structural Similarity Index Measure)