A disaster management app providing real-time hazard updates, safe navigation, and emergency assistance using ML models.
Introducing our Shelter Map Web App, designed to leverage cutting-edge machine learning and satellite image processing technologies for real-time hazard updates and safe evacuation routes during emergencies. The app provides a streamlined Sign-Up Process, where users input basic health information, such as medical conditions, allergies, and emergency contacts, to create a personalized health card. After registration, users are directed to the home page for full access to the app’s features.
For returning users, the Login Process is hassle-free, allowing direct access without re-entering details. The Home Page displays the user’s precise location (latitude and longitude), automatically fetched and visualized on an interactive map. A standout feature is the Panic Button, offering real-time emergency assistance by integrating data from trusted sources, including OCHA (United Nations Office for the Coordination of Humanitarian Affairs) and satellite imagery.
What sets this app apart is its powerful ML-driven image processing and pathfinding capabilities, utilizing Graph Neural Networks (GNNs), the A algorithm*, and U-Net models. These algorithms process satellite images to assess real-time disaster conditions, identify hazards, and predict the safest evacuation routes based on current circumstances. The U-Net model excels at extracting vital information from satellite imagery, while A* and GNNs guide users through the most secure paths to safety, even in rapidly evolving disaster scenarios.
In addition to these advanced features, the app offers quick access to emergency services such as Police, Fire, and Ambulance, along with critical resource information like nearest service stations and contact details. The Incident Reporting feature enables users to anonymously report hazards, accidents, or fires directly from any page, ensuring authorities receive real-time updates from the community.
With its state-of-the-art ML models and satellite image processing, this app is a powerful tool for disaster management, providing real-time, data-driven navigation and emergency response to keep users safe in the most challenging situations.