Category: <span>Reliability Engineering Insights</span>
What Is DMAIC and How to Apply It to Reliability Projects
DMAIC is the five-phase Six Sigma improvement cycle, Define, Measure, Analyze, Improve, and Control, used to turn recurring equipment failures into quantified baselines, validated root causes, and sustained countermeasures. Its…
Learn More →Lean and Kaizen
A maintenance kaizen works best when it targets one high-impact loss stream, not broad waste reduction. Durable gains come from connecting the event to predictive maintenance data and RCM asset…
Learn More →Axle Shaft Nut Torque: A Reliability-Focused Procedure Guide
A loaded yard truck arrives on a flatbed after a wheel-end failure near a tank farm. The technician followed the service manual, used the listed axle shaft nut torque, and…
Learn More →How to Read Vacuum Pressure Gauge: Pro Tips
A pump-down check can go wrong before anyone touches the pump. A technician sees a vacuum gauge stall, hears the team call it a seal failure, and starts planning an…
Learn More →Magnetic Level Gauges: A Reliability Engineer’s Guide
A separator's magnetic level gauge can show a calm, credible reading while the process is already moving toward an upset. The external flags may be aligned, the chamber may look…
Learn More →How to Construct a Pareto Chart for Maintenance
A maintenance team can leave a morning planning meeting with a long list of pump failures and still have no defensible answer to a simple question: which failure mode deserves…
Learn More →Bearing Mounting Flange: A Practical Guide for 2026
A pump rebuild can pass a visual inspection, receive a new bearing, and still return to the maintenance backlog before the next planned outage. The usual clues arrive gradually: rising…
Learn More →Equipment Obsolescence Management: A Practical Guide
Siemens' obsolescence audit assessed 843 assets across 17 manufacturers and found 699 already obsolete, including discontinued and end-of-life products. Of those obsolete assets, 249 required immediate replacement and 450 were…
Learn More →Fitness for Service Assessment Guide for Reliable Operations
A turnaround inspection finds wall thinning in a pressure vessel or refinery piping circuit. Operations wants the equipment back online, maintenance wants a defensible repair plan, and the reliability engineer…
Learn More →Electric Motor Bearing Failure: Root Causes & Detection
Bearing failure shows up in motor fleets far more often than many plants want to admit. Across major reliability surveys, bearings were the leading failure mode, including 44% of failures…
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