Notes from the
workshop, the classroom, and the codebase.
Working notes and technical reflections across mechanical engineering, technology education, engineering research, CNC and manufacturing, maintenance and reliability, AI in engineering, and energy systems — written alongside the projects and research on this site, not as a substitute for them.
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Preventive vs. Predictive Maintenance: Choosing the Right Strategy
Preventive schedules and predictive, condition-based approaches solve different problems. A look at how the two compare, and where each one actually fits.
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