03.05.2023 Views

vdoc

You also want an ePaper? Increase the reach of your titles

YUMPU automatically turns print PDFs into web optimized ePapers that Google loves.

Chapter 19: B. Statistical Process Control 295

Once the production starts, the manufacturer conducts capability studies to

compare the measures of the quality characteristic of the manufactured product

with the specification limits. This is the point where process capability indices

are used.

The first generation PCIs were established by the Japanese in the 1970s. They

used the following indices:

C p

Inherent capability of a process

k Position of the process in relation to the target value

C pk Position of the 6s process in relation to the target value

C pl Position of the 6s process in relation to the lower

specification limit

C pu Position of the 6s process in relation to the upper

specification limit

In this section we study these and other capability indices that are frequently

used in process capability analysis. Here we are not going to address every aspect

of these indices. However, an excellent reference for a more detailed study of these

indices is Kotz and Lovelace (1998).

Throughout the study of these indices we are going to assume that the process

producing the desired quality characteristic is under control, and thus

predictable.

Process Capability Index: C p

Let X be the process quality characteristic that we want to monitor. Let USL and

LSL be the upper specification limit and lower specification limit, respectively. The

performance of the process with respect to these limits is defined as follows:

Percentage of nonconforming produced by the process at the upper end

= P(X > USL).

Percentage of nonconforming produced by the process at the lower end

= P(X < LSL).

Thus, the total percentage of nonconforming produced by the process is defined

as

P(X < LSL or X > USL) = 1 – P(LSL < X < USL).

In the above paragraph we saw the performance of the process with respect to the

specification limits. Now we look into the performance of the process with respect

to the natural tolerance limits, that is, the upper natural tolerance limit (UNTL) and

the lower natural tolerance limit (LNTL).

The performance of the process with respect to the natural tolerance limits is

the percentage of the product produced by the process with its quality characteristic

falling within the interval (m – 3s, m + 3s), where m and s are respectively

the mean and the standard deviation of the process quality characteristic. Assuming

that the process quality characteristic is normally distributed and the process

Part IV.B.5

Hooray! Your file is uploaded and ready to be published.

Saved successfully!

Ooh no, something went wrong!