How historian compression distorts machine learning
The series in a historian is not the series the sensor saw. Compression settings change what features and models learn.
Availability, performance and quality must use consistent production boundaries.
OEE equals availability multiplied by performance and quality. Planned time, run time and counts must cover the same shift and asset. Document how planned stops are treated. Comparing lines with different boundaries may be misleading.
Availability is run time divided by planned production time. Performance is ideal cycle time multiplied by total count, divided by run time. Quality is good count divided by total count. Convert run time to seconds when the cycle uses seconds. Quality is undefined when total count is zero.
Run time cannot exceed planned time and good count cannot exceed total count. If performance exceeds 100%, investigate the ideal cycle and counts instead of silently clipping it. Duplicate counter readings and counter resets can look like unexpected production changes.
Low OEE does not diagnose a fault by itself. Interpret it alongside stop reasons, changeovers and quality losses. Start by reconciling one shift with operator records. Then inspect the table in Forge and reproduce the calculation in the lab using the same inputs.
Availability is run time divided by planned production time. Performance is ideal cycle time multiplied by total count, divided by run time. Quality is good count divided by total count, which is undefined when total count is zero. Convert run time to seconds when the cycle is in seconds.
Reconcile one shift with operator records first. Then inspect the table in Forge and reproduce the calculation in the lab with the same inputs. A low OEE does not diagnose a fault by itself, so read it together with stop reasons, changeovers and quality losses.
Basic ratio calculations and illustrative examples authored by Kutup.
Pilot steps in this guide are proposed engineering workflows. Examples do not constitute measured field performance.