Thermal Imaging for Predictive Maintenance
How infrared inspection turns invisible heat into lead time before a connection fails.
Field Notes · Topic
condition monitoring
Articles tagged “condition monitoring” on the Zoniax blog — field notes on industrial operations intelligence.
Vibration Analysis Meets Machine Learning, End to End
How a bolt on a bearing housing becomes a named fault, a severity grade, and a replace-by date, and where the pipeline quietly breaks.
Predictive Maintenance for Processing Plants
From sensor data to avoided downtime: how to choose where inference runs, how readings travel, and whether alarms come from rules or learned models.
Keeping Sensors Honest in Dust, Heat, and Vibration
A stage-by-stage walk through the sensor-to-model pipeline that keeps an industrial reading trustworthy after years in a harsh plant.