A practitioner workflow for pairing vibration, temperature, and load data with utility meters and maintenance history so energy findings survive technical review.
A practitioner's method for combining vibration, thermal, ultrasound, oil analysis, and operator rounds around named failure modes, plus planner rules for conflicting evidence.
Score condition monitoring options on workflow fit, data requirements, operating ownership, implementation dependencies, and financial assumptions using your own plant inputs.
Model accuracy cannot show whether an AI maintenance recommendation will become verified work. Use six operational metrics to set the right level of automation.
Compare predictive maintenance platforms by deployment model, asset coverage, workflow integration, and time to measurable value, with a practical plant-floor evaluation rubric.
Condition monitoring pilots often succeed on a handful of assets and stall at plant scale. The fix is architectural: criticality tiers, the right modality per failure mode, integration, alert management, and staffing.
Most plants use cameras only for defect detection. The same cameras and edge compute can support equipment health checks, PPE and zone monitoring, process drift detection, and verification steps. Here is how to pilot them.
A step-by-step guide to vibration monitoring on pumps, motors, and compressors: choosing the measurement, mounting sensors, using ISO severity zones as a starting point, and building three-tier alarms that lead to work orders.