In order to estimate the capability of a process, measurements were made on six samples of size 4 as shown in the table below (in practice at least 25 such samples would be needed). Estimate the process capability, σ. If the target value is 50, cal- culate the positions of the action and warning lines for the Shewhart charts for the sample mean and the range.
sample |
Values |
Values |
Values |
Values |
1 | 48.8 | 50.8 | 51.3 | 47.9 |
2 | 48.6 | 50.6 | 49.3 | 49.7 |
3 | 48.2 | 51.0 | 49.3 | 50.3 |
4 | 54.8 | 54.6 | 50.7 | 53.9 |
5 | 49.6 | 54.2 | 48.3 | 50.5 |
6 | 54.8 | 54.8 | 52.3 | 52.5 |
Average value from 6 samples = 51.12
Standard deviation of 6 samples = 2.326
Upper specification limit (USL) = 54.8 (maximum of all values)
Lower specification limit (LSL) = 47.9 (minimum of all values)
Process capability index = [USL - LSL]/ 6* Standard deviation = 0.49
Warning lines are maked at = 50 2 standard deviation
Upper warning line = 50 + 2*2.326 = 54.652
Lower warning line = 50 - 2*2.326 = 45.348
Action lines are marked at = 50 3xstandard deviation
Upper action line = 50 + 3*2.326 = 56.98
Lower action line = 50 - 3*2.326 = 43.022
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