attributes
define the product
CONFORMANCE
means the attributes and features
are the same and at similar levels every time
features
distinguish like products from one
another
SPECIFICATIONS
MEASURABLE
Controlled variation
results from chance or
common causes
* Causes that are present because of the system or
process
* Always present
* Exist because of the manufacturing system or way it
is managed
* Responsibility of those who own the process
Uncontrolled variation
results from assignable
or special causes
* Not part of the system or process
* Abnormality
* Localized to a specific machine, operator, ingredient,
Two ways to control variation and improve a process
Statistical process control
the continual removal of variation from a process using data
Sampling for Acceptance/Rejection
Appropriate sample size you need to inspect (based on lot size)
o The maximum number of defects you will accept in the order (based
on AQL)
o AQL: Acceptable Quality Level
o Levels of inspection (expensive test, destructive/nondestructive test)
GI level
GII level
a “normal” sample size, used by importers
GIII level
Special Sampling Levels
Acceptable Quality Level
0% for critical defects (totally unacceptable: a user might get harmed, or regulations are not respected).
2.5% for major defects (these products would usually not be considered acceptable by the end-user).
4.0% for minor defects (there is some departure from specifications, but most users would not mind it).
Statistical Process Control (SPC)
– Monitoring production process to detect and prevent poor quality
Sample
subset of items produced to use for inspection
Control Charts
process is within statistical control limits
Quality Measures
attribute and variables
Attributes
A product characteristic that can be evaluated with a discrete response (good – bad; yes – no)
Variables
A product characteristic that is continuous and can be measured (weight, length, %)
Types of Control Charts
– Attributes
* p-chart
* c-chart
– Variables
* mean (𝑥 -chart)
* range (R -chart)
UCL X CHART
x + A2 R
LCL X CHART
x − A2 R