Prediction models for urban flood evolution for satellite remote sensing

•Satellite observed precipitation can be used in flood forecasts.•Updating forecasts over time can optimize locations for satellite observations.•We compare three models for updating flood forecasts.•A LSTM (machine learning) framework balances accuracy and speed.•Models can be used globally to coordinate satellite constellations.