In: Statistics and Probability
The following data was collected by taking samples of size 10 from a production process at Murray Manufacturing. The average weight and range are resented in the data below. Develop an X bar chart to determine if the production process is statistically in control and comment on any pattern, if present. Sample Sample Mean Range 1 11 1.5 2 12 1 3 14 2 4 11 .5 5 13 1 6 14 1 7 12 1.5 8 12 2 9 11 1 10 16 .5 11 13 1.5 12 10 1 13 12 1 14 13 2 15 11 1.5
Sample | Mean | Range |
1 | 11 | 1.5 |
2 | 12 | 1 |
3 | 14 | 2 |
4 | 11 | 0.5 |
5 | 13 | 1 |
6 | 14 | 1 |
7 | 12 | 1.5 |
8 | 12 | 2 |
9 | 11 | 1 |
10 | 16 | 0.5 |
11 | 13 | 1.5 |
12 | 10 | 1 |
13 | 12 | 1 |
14 | 13 | 2 |
15 | 11 | 1.5 |
Control Limits for X bar chart
Upper control limit: |
Lower control limit: |
Upper control limit: |
Lower control limit: |
k is the number of subgroups = 15
now Central line (For X bar) = 184/15 = 12.3333333
Now central line ( for R bar ) = 19/15 = 1.26666667
Now Control limits for x bar
UCL = 12.333 + A2* Rbar
A2 = 0.308 (for n = 10)
UCL = 12.333+0.308*1.2666 = 12.7231128
LCL = 12.333 - A2* Rbar
LCL = 12.333-0.308*1.2666 = 11.9428872
Now control Limits for R chart
UCL = D4*Rbar
UCL = 1.77*1.2666 = 2.241882
LCL = D3*Rbar
LCL = 0.223*1.2666 = 0.2824518
Control Limits for X bar | |
UCL | 12.72328 |
CL | 12.3333 |
LCL | 11.94288 |
Control Limits for R | |
UCL | 2.241882 |
CL | 1.2666 |
LCL | 0.2824518 |
X bar Chart
R Chart
Conclusion
From X bar chart points lie outside the control limits
points outside the control limits are 3,4,6,9,10,12,14 and 15 Hence we Process is statistically out of control.
Tabular values for X-bar and range charts |
||||
Subgroup Size |
A2 |
d2 |
D3 |
D4 |
2 |
1.880 |
1.128 |
----- |
3.268 |
3 |
1.023 |
1.693 |
----- |
2.574 |
4 |
0.729 |
2.059 |
----- |
2.282 |
5 |
0.577 |
2.326 |
----- |
2.114 |
6 |
0.483 |
2.534 |
----- |
2.004 |
7 |
0.419 |
2.704 |
0.076 |
1.924 |
8 |
0.373 |
2.847 |
0.136 |
1.864 |
9 |
0.337 |
2.970 |
0.184 |
1.816 |
10 |
0.308 |
3.078 |
0.223 |
1.777 |
11 |
0.285 |
3.173 |
0.256 |
1.744 |
12 |
0.266 |
3.258 |
0.283 |
1.717 |
13 |
0.249 |
3.336 |
0.307 |
1.693 |
14 |
0.235 |
3.407 |
0.328 |
1.672 |
15 |
0.223 |
3.472 |
0.347 |
1.653 |
16 |
0.212 |
3.532 |
0.363 |
1.637 |
17 |
0.203 |
3.588 |
0.378 |
1.622 |
18 |
0.194 |
3.640 |
0.391 |
1.608 |
19 |
0.187 |
3.689 |
0.403 |
1.597 |
20 |
0.180 |
3.735 |
0.415 |
1.585 |