Flood-prone areas are increasingly vulnerable to the ravages of nature, with climate change exacerbating the frequency and intensity of flooding events. The aftermath of such disasters leaves communities grappling with extensive damage to property, infrastructure, and the environment. Rapid flood damage restoration has thus emerged as a critical component of