Forecasting
Turning global weather into river discharge
GEOGLOWS forecasting rests on a chain of physically based models. ECMWF's Integrated Forecast System drives a global land-surface model that converts rainfall and snowmelt into gridded runoff, and that runoff is routed through the river network to produce discharge at every reach on Earth, gauged or not.
- Ensemble meteorologyA 51-member ECMWF ensemble carries forecast uncertainty out to 15 days, so a forecast is a range of possible outcomes rather than a single line.
- Vector routingThe RAPID model routes runoff downstream with a matrix Muskingum method across roughly 7 million TDX-Hydro reaches, resolving flow on rivers that have never been gauged.
- An 85-year baselineAn ERA5-forced retrospective from 1940 establishes each river's normal range and return periods, giving every forecast physical context.
- CalibrationRouting parameters are tuned with a machine-learning regression against observations to sharpen flow estimates worldwide.