Intelligence
AI Analytics Center
Predictive engine · forecasts, anomalies, and equipment health.
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Occupancy prediction
prediction
Tomorrow 08:00–18:00 expected 78% occupancy across Hostel A.
Energy waste prediction
prediction
3 rooms projected to waste >120W tomorrow evening based on historical patterns.
Peak usage prediction
prediction
Peak load window predicted at 19:00–21:00 (~14.2 kW).
Anomaly detection
anomaly
Room C210 overnight consumption 28% above baseline. Investigate.
Equipment failure prediction
prediction
Device ESP32-B2-104 shows RSSI degradation trend — replace antenna within 30 days.
Device health prediction
forecast
Fleet health projected to drop 3% next month if firmware 1.3 is not rolled out.
Humidity trend prediction
forecast
Hostel A likely to exceed 65% RH next week — mould risk elevated.
Temperature forecasting
forecast
Average indoor temperature expected to rise 1.4°C next week.