Energy Optimization Dashboard

Energy Consumption

∑f(r,t) = Total Consumption

Savings Metrics

$186
Today's Savings
8.2% vs target
$4,250
Monthly Savings
12.5% vs last month
1,247 kWh
Energy Saved
15.3% reduction
2.4 t
CO₂ Reduction
40 trees equivalent
Recurrence Relation Model
En = En-1 + Un - Sn
Where En = Energy today, En-1 = Energy yesterday
Un = Usage today, Sn = Savings today

Alerts & Recommendations

  • High AC Usage in Library
    Temperature setpoint too low during off-peak hours
    2 hrs ago
  • Lights ON in Empty Classrooms
    3 classrooms detected with lights on but no occupancy
    4 hrs ago
  • Power Anomaly Detected
    Unexpected power surge in Science Building
    6 hrs ago
  • Optimization Opportunity
    Schedule adjustment could save additional 5% energy
    1 day ago

Campus Occupancy Heat Map

Probability Model
Pr(t) = Probability room r is occupied at time t
Based on historical data and class schedules
Low (Pr(t) < 0.3)
Medium (0.3 ≤ Pr(t) < 0.6)
High (0.6 ≤ Pr(t) < 0.9)
Very High (Pr(t) ≥ 0.9)

Device Status Grid

342 Active | 28 Off | 5 Issues
System Updated

Energy optimization algorithms have been improved.