WildGuard Random Forest Fire Detection Model

This repository contains a trained RandomForestClassifier used by the WildGuard system to detect high-probability wildfire events from NASA FIRMS satellite data.

Model Details

  • Algorithm: Random Forest
  • Features:
    • latitude, longitude
    • bright_ti4, bright_ti5
    • frp, scan, track
    • daynight, hour, month
  • Output: Probability of wildfire event

Intended Use

  • Real-time wildfire monitoring
  • Alerting systems
  • Research & academic projects

Limitations

  • Dependent on satellite resolution and FIRMS latency
  • Not a replacement for official emergency systems

Associated Project

Frontend & backend available in:

https://github.com/Aditya-exe07/wildfire-detection

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