System Operation Flow
Step 1
Mapping Setup
Mapping Setup
Configured
➞
Step 2
Rule Setup
Rule Setup
7 Rules
➞
Step 3
Data Collection
Data Collection
BACnet → AI
➞
Step 4
Alert Detection
Alert Detection
8 Active
➞
Step 5
AI Prediction
AI Prediction
Running
Total Events
136
+12% from last month
AI Detected
47
94.2% Accuracy
Rule-Based
89
78.6% Coverage
Urgent Alerts
8
-3 from yesterday
Event List
All 136
Rule-based 89
AI Model 47
| Equipment | System | Location | Fault Counted | Maintenance | Operation | Energy | Prediction | Urgency | Service Type | Frequency | Duration | Action | Detail |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| AHU-703 | AHU | Level 7 | 23 | 8 | 7 | 4 | 4 | Critical | Ward | 3.2/day | 4h 20m | ||
| AHU-707 | AHU | Level 7 | 18 | 5 | 6 | 4 | 3 | Low | Ward | 1.8/day | 2h 10m | ||
| AHU-1301 | AHU | Level 13 | 12 | 3 | 5 | 2 | 2 | Low | ICU | 0.9/day | 1h 30m | ||
| CH-CH-001 | Chiller | Plant Room | 5 | 1 | 2 | 1 | 1 | Low | Plant | 0.4/day | 45m | ||
| AHU-1305 | AHU | Level 13 | 8 | 2 | 3 | 2 | 1 | Low | Ward | 0.6/day | 55m | ||
| AHU-703 | AHU | Level 7 | 15 | 4 | 5 | 3 | 3 | Low | Ward | 1.2/day | 2h 45m | ||
| CH-CH-002 | Chiller | Plant Room | 3 | 1 | 1 | 1 | 0 | Low | Plant | 0.3/day | 35m | ||
| AHU-707 | AHU | Level 7 | 10 | 2 | 4 | 2 | 2 | Low | Ward | 0.8/day | 1h 50m | ||
60-Minute Sensor Trends - AHU-703
Monthly Event Distribution
MTTD
2.4h
Mean Time to Diagnosis
↓ 18% from last month
MTTR
4.8h
Mean Time to Repair
↑ 5% from last month
MTTF
720h
Mean Time to Failure
↑ 12% from last quarter
Trend of Total Fault Detection
Click on a bar to see Top 10 equipment and fault types for that period.
Asset Health KPI - AHU-703
Equipment Condition
87
Performance
82
Fault Count
23
Thermal Comfort
91
Filter
Excellent
Machine Dampers
Excellent
Modulating Valve
Acceptable
Fan
Excellent
Sensor
Poor
Fault Trend by Month
AHU-703 SAT
24.5
C
AHU-703 RAT
22.8
C
CO2 Level
412
ppm
HVS
78.5
%
SAT (Supply Air Temp)
Normal24.5
Celsius
RAT (Return Air Temp)
Normal22.8
Celsius
CO2 Level
Normal412
ppm
HVS (Valve Position)
High78.5
%
CVS (Fan Speed)
Normal65.0
%
SAFL1 (Filter Delta P)
Normal125
Pa
AI Model
Gen III CNN-LSTM Performance Metrics
Macro F1 Score
94.2%
Precision
93.8%
Recall
94.6%
Training Samples
12,450
Vibration RMS
4.2
mm/s
Peak Vibration
7.8
mm/s
Health Score
68
%
ISO 10816 Class
Zone C
Bearing Condition
Alert
Vibration Trend - AHU-703
Frequency Spectrum Analysis
Vibration Diagnostics
| Frequency Band | Amplitude | Diagnostic | Confidence | Status |
|---|---|---|---|---|
| 1X (Fan Speed) | 3.8 mm/s | Unbalance / Misalignment | 87% | Alert |
| 2X | 1.2 mm/s | Misalignment | 62% | Warning |
| Harmonics (3X-6X) | 0.5 mm/s | Looseness | 34% | Normal |
| Non-synchronous | 2.1 mm/s | Bearing Defect | 79% | Alert |
Recommendations
Critical Priority
AHU-703 fan bearing showing elevated vibration at 1X and non-synchronous frequencies. Schedule bearing inspection within 48 hours.Preventive
Perform fan balance check and alignment verification during next PM window.Monitoring
Continue 24/7 vibration monitoring. Set alert threshold at 7.1 mm/s (ISO 10816 Zone D entry).92%
Overall Health
2
Critical Issues
5
Warnings
24
Devices Online
Scores Breakdown
92%
Overall Score
8/36 rules triggered
Maintenance91%
3/12 rules triggered
Energy78%
6/14 rules triggered
Comfort85%
4/10 rules triggered
Priority Actions
🔴
AHU-703 CCV Fault
Cooling coil valve stuck open · 4d 18h
🟡
AHU-707 SAT Sensor Drift
Supply air temp sensor bias · 2d 5h
🔵
CH-CH-001 COP Declining
Chiller efficiency below threshold · 6h
Building Health Overview
Good
Warning
Critical
Princess Margaret Hospital92
▼Block G76
▼Floor 776
AHU 70347
SAT 32.5C
AHU 70768
SAT 26.2C
▼Block S94
▼Floor 1394
AHU 130194
SAT 23.8C
AHU 130591
SAT 24.1C
▼Plant Room95
CH-CH-00196
COP 5.82
CH-CH-00295
COP 5.71
Click on a block/floor/plant to expand/collapse. Click on a device to view details.
Prioritized Equipment
Sorted by health score ascending — lowest health first
| Equipment | Type | System | Health | Triggered Rules | Applied Rules | Trend | Action |
|---|---|---|---|---|---|---|---|
| AHU-703 | Air Handling Unit | Block G / Floor 7 | 47% | 4 | 8 | 📉 | |
| AHU-707 | Air Handling Unit | Block G / Floor 7 | 68% | 2 | 8 | 📉 | |
| AHU-1305 | Air Handling Unit | Block S / Floor 13 | 91% | 1 | 6 | ➡️ | |
| AHU-1301 | Air Handling Unit | Block S / Floor 13 | 94% | 0 | 6 | ➡️ | |
| CH-CH-002 | Chiller | Plant Room | 95% | 0 | 4 | ➡️ | |
| CH-CH-001 | Chiller | Plant Room | 96% | 0 | 4 | ➡️ |
Total Rules
7
Active Rules
7
Rule Hits
89
Coverage
78.6%
Rule-Based Detection
Traditional threshold-based rules
Total Events Detected89
Coverage Rate78.6%
False Positives12
AI Model Detection
Gen III CNN-LSTM
Total Events Detected47
Macro F1 Score94.2%
Unique Detections+47
Fault Detection Rules
⚡ = Cost impact
| Rule | Severity | Category | Intensity | Activity | Duration | Costs | Occurrences |
|---|---|---|---|---|---|---|---|
| High Supply Air Temperature | Critical | Energy | 3.00 | Active | 4d 18h | ⚡⚡⚡ | 23 |
| High CO2 Level | Warning | Comfort | 1.62 | Intermittent | 2d 5h | ⚡⚡ | 18 |
| High Vibration | Warning | Maintenance | 0.85 | Inactive | 1d 2h | ⚡ | 7 |
| Low Supply Air Temperature | Info | Energy | 0.42 | Inactive | 8h | — | 3 |
| Low Humidity | Info | Comfort | 0.21 | Inactive | 3h | — | 1 |
| CCV Fully Open | Critical | Energy | 2.80 | Active | 5d 10h | ⚡⚡⚡ | 44 |
| SAT Not at Setpoint | Warning | Energy | 1.45 | Intermittent | 3d 6h | ⚡⚡ | 18 |
FMC Identified Timeline
Past 30 days fault activity by rule
CCV Fully Open
44 occurrences · 5d 10h
High Supply Air Temp
23 occurrences · 4d 18h
High CO2 Level
18 occurrences · 2d 5h
SAT Not at Setpoint
18 occurrences · 3d 6h
High Vibration
7 occurrences · 1d 2h
Jan 6Jan 13Jan 20Jan 27Feb 5
Fault Active
Intermittent
Normal
Rule Calculator
Conditions
IF
AND
AND
Duration
Then Trigger
THEN
Alarm
Category
FMC
Severity
Test Against Historical Data
Focus Items
FMC (Fault Management Code)
FMC quantifies fault severity and urgency based on frequency, duration, and equipment criticality. Higher FMC = faster response needed.
AI Model Training
Training Samples12,450
Validation Samples3,112
Last Trained2025-09-08
Drift Score0.03
Priority Actions
1. AHU-703 SAT fault (FMC: 8.5)
2. AHU-707 HVS anomaly (FMC: 6.2)
3. CH-001 COP trend (FMC: 4.1)