Predictive Failure Analysis
ML-based risk detection & early warning system
Systems
Primary Circulation Pump
Overall Risk Assessment
Overall Risk
27%
Medium
Days to Failure
180
~6 months
Next Review
9/19/2026
Failure Risk Analysis
Pump Failure22%
Coolant Breakdown45%
Seal Degradation28%
Bearing Wear18%
Electrical Fault12%
Filter Clogging35%
⚠️ Medium Risk Level
- • Schedule seal replacement within 60 days
- • Increase coolant sampling frequency
- • Monitor vibration levels weekly
- • Plan for filter replacement
Recommended Spare Parts
Mechanical seal kit
Bearing set
Filter element