ML.NET Predictions

Predictive Maintenance

AI-powered failure forecasting across 5 industries · Updated every 15 min

Last analysis: 2 min ago
1
Critical Risk
Immediate action needed
3
Due This Week
Scheduled maintenance
3
Healthy Machines
No action required
60%
Avg. Health Index
Fleet-wide score

Fleet Health — 30 Day Trend

Average health index across all industries

Health % Critical threshold

Risk Distribution

Critical (>70%) 1
Moderate (40–70%) 3
Healthy (<40%) 3

Machine-Level Predictions

Compressor C1

Oil & Gas · Unit-3
Critical Risk Last: 2h ago
Failure Probability (ML.NET) 84%
0%Healthy <40%Moderate <70%100%
Vibration
8.4
mm/s
Temperature
91
°C
Speed
3250
RPM
Oil Temp
72
°C
AI Recommendation

Bearing vibration trending upward over 72h. Schedule inspection within 48 hours. Check lubrication and alignment.

Next Maintenance: Today

Robot Arm R1

Manufacturing · Line-2
Moderate Risk Last: 1h ago
Failure Probability (ML.NET) 61%
0%Healthy <40%Moderate <70%100%
Motor Temp
91
°C
Current
48
A
RPM
1380
RPM
Torque
210
Nm
AI Recommendation

Motor operating at elevated temperature. Verify cooling system and check for obstructions in ventilation.

Next Maintenance: In 3 days

Booster Pump

Water Treatment · Pump House
Moderate Risk Last: 30m ago
Failure Probability (ML.NET) 48%
0%Healthy <40%Moderate <70%100%
Pressure
3.1
bar
Flow
128
L/min
Current
22
A
Vibration
1.8
mm/s
AI Recommendation

Pressure drop indicates possible impeller wear or partial blockage. Monitor closely and plan inspection this week.

Next Maintenance: In 5 days

CNC Machine 02

Manufacturing · Cell-1
Healthy Risk Last: 15m ago
Failure Probability (ML.NET) 22%
0%Healthy <40%Moderate <70%100%
Vibration
1.9
mm/s
Spindle T
64
°C
RPM
2800
RPM
Load
58
%
AI Recommendation

All parameters within normal range. Next scheduled service in 2 weeks as per manufacturer recommendation.

Next Maintenance: In 14 days

Generator G1

Energy · DG Room
Healthy Risk Last: 1h ago
Failure Probability (ML.NET) 15%
0%Healthy <40%Moderate <70%100%
Oil Pressure
4.2
bar
Coolant Temp
82
°C
Output kW
284
kW
Runtime
1428
h
AI Recommendation

Healthy operation. 50-hour service interval approaching in 72 hours. Schedule oil change and filter replacement.

Next Maintenance: In 3 days

Pasteurizer

Food & Beverage · Processing
Healthy Risk Last: 5m ago
Failure Probability (ML.NET) 8%
0%Healthy <40%Moderate <70%100%
Hold Temp
72.5
°C
Flow Rate
3420
B/h
Pressure
3.1
bar
CIP Status
Clean
AI Recommendation

Excellent condition. All temperature profiles stable. CIP completed 2 hours ago. No action required.

Next Maintenance: In 30 days

Anomaly Detection — Vibration Analysis

Isolation Forest model · CNC Mill 01 · Last 24 hours

Normal Anomaly