1. The document describes a study that used GIS and remote sensing techniques to create flood models and estimate flood hazards along the Yamuna River in Delhi, India.
2. The study analyzed satellite imagery to identify flood-prone areas, calculate the extent of flooded areas during extreme events, and assess flood risks to infrastructure, agriculture lands, and urban areas.
3. The results indicated approximately 19.5 square kilometers of land within 500 meters of the Yamuna River boundary is affected by floods, including over 2.8 square kilometers of urban settlements and 2.1 square kilometers of forest area. Thematic maps were generated to visualize the flood risk to different geographical features.