sharky22707/AMBIT

> Intelligent Rural Health Control Center is a priority-based system for rural healthcare. It allocates limited doctors, ambulances, beds & medicines based on urgency, not FIFO. Uses constraint filtering + A* routing to assign best feasible resource, minimizing response time. Explainable, fast & low-resource. # Run and deploy your AI Studio app This contains everything you need to run your app locally. View your app in AI Studio: ai.studio ## Run Locally **Prerequisites:** Node.js 1. Install dependencies: `npm install` 2. Set the `GEMINI_API_KEY` in .env.local to your Gemini API key 3. Run the app: `npm run dev` ## 🧠 Core Algorithm The system uses a **Priority-Based Constraint-Aware Resource Allocation Algorithm** to assign the most suitable healthcare resource to each patient. ### Algorithm Flow Patient Request ↓ Emergency Classification ↓ Priority Score Calculation ↓ Constraint Filtering ↓ Resource Matching ↓ Distance & Response-Time Evaluation ↓ Best Resource Selection ↓ Assignment & Status Update ### Priority Factors The algorithm evaluates: - Emergency severity - Patient waiting time - Required medical specialization - Resource availability - Distance / estimated response time - Current resource workload - Facility capacity - Medicine availability ### Resource Selection Logic 1. Receive a patient request. 2. Classify the emergency level. 3. Calculate the patient's priority score. 4. Identify resources required for the case. 5. Remove unavailable, occupied, or medically unsuitable resources. 6. Evaluate the remaining feasible resources. 7. Compare response time, distance, workload, and suitability. 8. Select the best feasible resource. 9. Assign the resource to the patient. 10. Update resource and patient status in real time. ### Why This Algorithm? Unlike **FIFO**, the system prioritizes medical urgency rather than arrival order. Unlike **Nearest-Resource Selection**, it checks availability and constraints before considering distance. This makes the algorithm more suitable for rural healthcare environments with **limited resources and unpredictable patient demand**. ### Conceptual Priority Score ```text Priority Score = Emergency Severity Weight + Waiting Time Weight + Medical Requirement Weight …