In manufacturing, reliable healthy equipment is a fundamental requirement. Yet so many of us struggle with unplanned downtime due to equipment failures.Digital transformation often has as its first arena in manufacturing machine health.Initial efforts at machine health have revolved around preventive maintenance executed on the schedule recommended by the manufacturer