Tag

Maintenance Planning

3 articles tagged #MaintenancePlanning

#RootCauseAnalysis #AgenticAI #PredictiveMaintenance #CMMSIntegration #IndustrialIoT #ROI #BusinessCase #CapitalPlanning #MaintenanceStrategy #ConditionMonitoring #Manufacturing #VendorEvaluation

Maintenance Strategy14 min

From Pilot Alerts to Planned Work: Why PdM Demos Stall Before Deployment

Most predictive maintenance pilots prove detection and fail at the planner handoff. Use a production-readiness checklist and go/no-go rubric to turn alerts into scheduled, verified work.

Chris Hargrove · September 30, 2026

Condition Monitoring13 min

Sensor Fusion That Works: Fusing Vibration, Thermal, Acoustic, and Oil Data

A practitioner's method for combining vibration, thermal, ultrasound, oil analysis, and operator rounds around named failure modes, plus planner rules for conflicting evidence.

Lisa Nakamura · September 28, 2026

Operational Excellence12 min

How to Set an OEE Target From Your Own Operating Baseline

A step-by-step method for setting an OEE target from your plant's documented availability, performance, quality, and constraint data, using external benchmarks as context only.

Thomas Brandt · September 24, 2026