⚙️ Prediction Engine Architecture
1. Multimode Data Pipelines
The system leverages hybrid cloud APIs to bypass browser security restrictions on traditional GPS, ensuring 100% automation.
Weather ArchitectureOWM (Temp/Hum/Wind)
Env AutomationWAQI (AQI/Geo-Sync)
2. Risk Estimation Logic
Mathematical models process environmental telemetry through a weighted multiplier system:
Dengue Model(Hum + Temp + Rain) × City Factor
Heat Model(Temp + Dryness - Wind) × City Factor
3. Real-Time Processing
Raw JSON responses are sanitized, normalized (0-100), and mapped to categorical safety levels (Low/Med/High).
4. Regional Vulnerability
Dataset integration for Delhi, Punjab, and Maharashtra adds weight to risks based on local agricultural or industrial density.
5. Infrastructure Status
API StatusOnline / Secure
Region EngineMulti-Mode Active