Advancing flood warning procedures in ungauged basins with machine learning

• Published in: Journal of hydrology (Amsterdam) Vol. 609; p. 127736
• Main Authors: Rasheed, Zimeena, Aravamudan, Akshay, Gorji Sefidmazgi, Ali, Anagnostopoulos, Georgios C., Nikolopoulos, Efthymios I.
• Format: Journal Article
• Language: English
• Published: Elsevier B.V 01.06.2022
• Subjects: decision support systems; disaster preparedness; Flood peak; Flood warning; Machine learning; neural networks; Prediction; prototypes; risk reduction; storms; stream flow; Ungauged basins; watersheds; Ungauged basins; Flood peak; Prediction; Machine learning; Flood warning

•Regional, machine learning models solely for flood peak prediction.•LSTM based storm classifier for flood warning.•Importance of flood predictors depends on flood severity.•Flood warning framework for early detection and prediction in ungauged basins. Flood prediction across scales and more specifi...