
Active Production
AI & Remote Sensing
Integrated Demand Forecasting Model
IWMI Pakistan · Satellite Earth Observation
An operational deep learning framework (CNN-LSTM) for forecasting irrigation water demand across Punjab's agricultural basin. Combines 40-year ERA5 climatic reanalysis, Landsat time-series, and high-resolution Sentinel-2 indices to predict pixel-level actual evapotranspiration (ET).
CNN-LSTMLandsatERA5+4







