In: Statistics and Probability
2-1- Based on Initial Observation values, calculate the mean and standard deviation of the data. (You need to show your calculation for standard deviation calculation). Then calculate the Cp and Cpk of the process based on provided USL and LSL in the article.
USL=105 mm
LSL=75 mm
97.04 |
100.22 |
97.07 |
96.32 |
89.63 |
94.29 |
96.01 |
99.88 |
96.08 |
92.4 |
94.76 |
97.02 |
95.51 |
96.63 |
95.69 |
94.01 |
99.75 |
96.07 |
97.11 |
96.24 |
96.94 |
99.98 |
97.94 |
97.75 |
94.44 |
97.72 |
96.4 |
97.55 |
96.17 |
98.09 |
x | (x-xbar)^2 | |
97.04 |
0.30217 | |
100.22 | 13.91066 | |
97.07 | 0.336052 | |
96.32 | 0.029002 | |
89.63 | 47.06372 | |
94.29 | 4.84132 | |
96.01 | 0.230688 | |
99.88 | 11.49007 | |
96.08 | 0.168346 | |
92.4 | 16.73055 | |
94.76 | 2.993938 | |
97.02 | 0.280582 | |
95.51 | 0.960988 | |
96.63 | 0.019516 | |
95.69 | 0.64048 | |
94.01 | 6.151888 | |
99.75 | 10.62564 | |
96.07 | 0.176652 | |
97.11 | 0.384028 | |
96.24 | 0.06265 | |
96.94 | 0.20223 | |
99.98 | 12.17801 | |
97.94 | 2.10163 | |
97.75 | 1.586844 | |
94.44 | 4.20373 | |
97.72 | 1.512162 | |
96.4 | 0.008154 | |
97.55 | 1.122964 | |
96.17 | 0.102592 | |
98.09 | 2.55904 | |
sum= | 2894.71 | |
mean= | 96.49033 |
USL=105
LSL=75
To find std dev =
=
142.9763 |
=142.9763 / (30-1)
std dev =4.9302
Cp=(USL-LSL)/6*
=(105-75) / 6*4.9302
= 30 /29.5813
Cp=1.0141
Cpk=
=min((105-96.4903)/3*4.9302 , (96.4903-75)/3*4.9302)
=min(8.5097/14.7906 , 21.4903/4.9302)
=min( 0.5753, 4.3589)
Cpk =0.5753
Anwers:
Cp=1.0141
Cpk=0.5753