Situation in production
Values creep towards the limit
Every part passes, but the measured values drift in one direction as the tool wears.
What happens
The measured values for a characteristic slowly drift in one direction, for example towards the upper tolerance limit, while the tool wears. Each individual part still passes.
What should apply
The process should run stably around the nominal value, with a spread that fits well within the tolerance.
Why it is difficult
- A single measurement looks normal. The pattern over time is the signal.
- The difference between normal variation and a real change does not show in a table of values.
- The person who sees the value at the machine does not always have the history, and the person with the history is not at the machine.
The context that is needed
- Earlier values for the same characteristic
- Nominal value, tolerances and control limits
- Which tool is in use and when it was changed
- Machine, order and shift
When does a slow change become a decision, and what happens afterwards?
Illustration · Example dataThe values pass all the time. The signal is the pattern: six values in a row rise (Nelson rule 3), and it comes before the control limit and the tolerance limit are reached.
Step by step
- What should apply: the values should lie around nominal, within the control limits and far from the tolerance limits.
- Normal variation: the values spread around nominal.
- Signal: six values in a row rise. All still pass.
- Context: which tool, how many parts since the change, which shift.
- Decision: the operator decides whether to adjust the process, change the tool or keep running.
- Action: the tool is changed.
- Follow-up: the values are back around nominal. If the pattern recurs, the change interval is reviewed.
Same situation, different questions
Who needs to know what
The same event looks different depending on which decision you have to make.
The same evidence for everyone
- Earlier values for the same characteristic
- Nominal value, tolerances and control limits
- Which tool is in use and when it was changed
- Machine, order and shift
Asks
"Does the part pass, and should I adjust now?"
Decides
Adjust, change the tool or keep running.
Asks
"Is the process still stable and capable?"
Decides
Whether the process needs action and whether parts already made are affected.
Asks
"Will this lead to a stop or scrap if nobody acts?"
Decides
Whether to schedule a tool change.
Asks
"Why is the tool behaving differently, and should the change interval be adjusted?"
Decides
Whether the tool change standard should change.
Asks
"Does this recur on more machines, and what does it cost in scrap and stops?"
Decides
Whether the tooling strategy should be reviewed more widely.
What may follow
- 01Compensate or change the tool
- 02Schedule the tool change
- 03Change the interval if the pattern recurs
- 04Check that the values return towards the centre
Knowledge
Concepts that help
Concept · article
SPC
Statistical process control: using statistical methods to tell normal variation from signals that need action, before the process produces defects.
Read the articleConcept · article
Control chart
A chart where measured values or means are plotted against control limits, so that trends and outlying points show at once.
Read the articleConcept · article
Cpk
Like Cp, but also takes centring into account: the distance from the mean to the nearest tolerance limit divided by 3s.
Read the articleConcept · article
Capability
The ability of the process to hold the tolerances, expressed in indices such as Cp, Cpk, Pp and Ppk.
Read the article
Where Rektron can help
What is available today
In Eyesight the measured values are shown in trend charts and Xbar-R with control limits set per characteristic, and Nelson or Western Electric trend rules mark patterns with the rule number at the point before the value reaches the limit. The rules apply to manually entered values. Cp and Cpk are tracked per characteristic. In-depth capability studies are available in Rektron SQC.
Common in: Plastics and injection moulding
Similar situations
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