A flood predictability study for Hurricane Harvey with the CREST-iMAP model using high-resolution quantitative precipitation forecasts and U-Net deep learning precipitation nowcasts

user-61447a76e55422cecdaf7d19(2022)

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摘要
•CREST-iMAP is tested for flood predictability giving 1-hour lead-time.•NWP QPFs and U-Net AI nowcasts are used to predict for Hurricane Harvey flood.•QPFs have displacement errors but still yielded good flood peak prediction.•QPFs predict better maximum flood extent maps than AI nowcast.
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关键词
Quantitative precipitation forecast,Flood,Deep learning,Hydrologic-hydraulic model,Forecasts,Hurricane Harvey
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