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Rapid‐Mapping Maximum Water Depth Map of Urban Flood Using a Highly Adaptable Machine Learning Based Model
1 Introduction Urban flooding appears more frequently and suddenly on account of accelerated urbanization by intensifying the urban heat island effect and decreasing permeable surface (Bruwier et al. 2015; Rojas et al. 2013). Increasing impervious area reduces infiltration and triggers higher and faster peak water flow (Zhang et al. 2023). Flooding is recognized as the most common natural hazard in cities, causing great damage to transportation, people's lives, and property (Smith et al.
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