Introduction Flash floods have recently struck various regions in France, causing widespread destruction and raising serious concerns about climate change and urban planning. The severity of these floods highlights the increasing unpredictability of weather patterns and the need for efficient disaster management systems in vulnerable areas. With climate experts warning of more extreme weather events,