Invisible Degradation Progression
Equipment degradation happens gradually. Micro-stops increased from 3/day to 4/day to 5/day to 6/day over 2-3 weeks. By the time the pattern was obvious, the line was already in crisis. No early warning system existed.
What Became Visible
Real-time micro-stop trending with automatic escalation alerts. When micro-stop rate exceeded 5% per-day increase threshold (e.g., from 4 to 4.2+), an alert was generated. This early warning preceded major failure by 5-7 days.
Proactive Intervention Based on Trend
When escalation alert triggered, maintenance performed comprehensive diagnostics and corrective action (bearing inspection, parameter reset, preventive replacement) before crisis occurred.
How it worked: Automated micro-stop trending + escalation thresholds enabled proactive intervention before failure.
Results
before crisis
via early warning
prevented via proactive action
from prevented crises
Trending reveals degradation progression. Escalation alerts enable intervention before failure, preventing crises.
Operational Reality
The facility couldn't prevent failures if they couldn't see them coming. Trending made degradation visible, enabling prevention.