Researchers are developing and applying various methodologies to assess and mitigate flood risk, including holistic approaches, remote sensing, and machine learning techniques. These methods are being used to evaluate flood vulnerability in different regions, including urban areas and watersheds, and to identify areas of high flood risk. The goal of this research appears to be to inform strategies for flood resilience and mitigation, although the specific approaches and outcomes vary.