EnviroSense AI
Historical Mode· NaNh ago
ML Layer

Predictive Intelligence

Short-term forecasts, regime transitions, and the physics of particles driving today's measurements.

Viewing cached AI forecast. Live inference paused.
Short-Term Forecast
PM2.5 · history (solid) → next 60 min (dashed) with 95% CI
Model: Linear Regression Model
Temporal Momentum
Trend strength · pattern classification
Slope
+4.2
µg/m³ per 5 min
Half-life
18m
Decay estimate
Pattern
Spike

Rapid acceleration with positive slope. Likely transient — expect recovery within 20–30 minutes.

Regime Transition Matrix
HMM · probability of moving from to next state
Simulate Server Outage
Forces the 60s poll to fail, flips the UI into Historical Mode, and renders only cached data.