Early Bushfire Detection on IoT Sensors (GMM‑VAE)
Unsupervised GRU/GMM‑VAE on eCO₂/TVOC; experiment‑level detection under 10 minutes.
ML · Anomaly Detection · IoT · Time‑series
Outcomes
- Detected fire within 10 minutes in X% of burn trials
- Window‑level precision/recall: P=…, R=…
Method
Preprocessing, windowing, GRU encoder, mixture prior, decision rule.
Data & Evaluation
Burn experiments, multi‑sensor setup, metrics.
Results
Detection time distribution; false positives; ablations.