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physics.ao-ph2024
Machine learning models for daily rainfall forecasting in Northern Tropical Africa using tropical wave predictors
Athul Rasheeda Satheesh, Peter Knippertz, Andreas H. Fink
Numerical weather prediction (NWP) models often underperform compared to simpler climatology-based precipitation forecasts in northern tropical Africa, even after statistical postp…
physics.ao-ph2024
Physics-based vs. data-driven 24-hour probabilistic forecasts of precipitation for northern tropical Africa
Eva-Maria Walz, Peter Knippertz, Andreas H. Fink +2
Numerical weather prediction (NWP) models struggle to skillfully predict tropical precipitation occurrence and amount, calling for alternative approaches. For instance, it has been…