Capability Study
Capability Study
PROCESS CAPABILITY
Being in control of a manufacturing process using statistical process control (SPC) is not enough. An “in-control” process can produce bad or out-of-spec product. Manufacturing processes must meet or be able to achieve product specifications. Further, product specifications must be based on customers requirements.
Process capability is the repeatability and consistency of a manufacturing process relative to the customer requirements in terms of specification limits of a product parameter. This measure is used to objectively measure the degree to which your process is or is not meeting the requirements.
Capability indices have been developed to graphically portray that measure. Capability indices let you place the distribution of your process in relation to the product specification limits. Capability indices should be used to determine whether the process, given its natural variation, is capable of meeting established specifications. It is also a measure of the manufacturability of the product with the given processes.
Capability indices can be used to compare the product/process matches and identify the poorest match (lowest capability). The poorest matches then can be targeted on a priority basis for improvement.
If we sample a group of items periodically from a production run and measure the desired specification parameter, we will get subgroup sample distributions that can be compared to that parameters specification limits. Two examples of this are represented below.
The diagram on the left shows a series of sample distributions that fall inside of and outside of the specification limit. This is an example of an unstable, not capable process. The right side of the diagram shows all of the distributions falling within the specification limits. This is an example of a capable process.
Process capability can be expressed with an index. Assuming that the mean of the process is centered on the target value, the process capability index Cp can be used. Cp is a simple process capability index that relates the allowable spread of the spec limits (spec range or the difference between the upper spec limit, USL, and the lower specification limit, LSL) to the measure of the actual, or natural, variation of the process, represented by 6 sigma, where sigma is the estimated process standard deviation.
If the process is in statistical control, via “normal” SPC charts, and the process mean is centered on the target, then Cp can be calculated as follows:
Cp = (USL – LSL) / 6 sigma
Cp<1 means the process variation exceeds specification, and a significant number of defects are being made.
Cp=1 means that the process is just meeting specifications. A minimum of .3% defects will be made and more if the process is not centered.
Cp>1 means that the process variation is less than the specification, however, defects might be made if the process is not centered on the target value.
While Cp relates the spread of the process relative to the specification width, it does not address how well the process average, X, is centered to the target value. Cp is often referred to as process “potential”.
Cpk measures not only the process variation with respect to allowable specifications, it also considers the location of the process average.
Cpk is taken as the smaller of either