In: Statistics and Probability
For following data:
a. Construct an R-chart for this process.
b. Construct an X-bar chart for this process.
c. Does the process appear to be in control? Why or why not?
d. Why must the R chart be read before the x-chart?
Hour | Sample 1 | Sample 2 | Sample 3 | Sample 4 | Sample 5 | Sample 6 | Sample 7 | Sample 8 |
1 | 98.2706 | 98.82376 | 101.8175 | 100.1819 | 102.9594 | 101.165 | 95.25957 | 98.97423 |
2 | 100.7166 | 101.8866 | 98.56813 | 98.77126 | 101.8273 | 98.20298 | 101.6975 | 99.63706 |
3 | 98.9922 | 101.9845 | 103.7859 | 97.94211 | 100.9618 | 102.5191 | 97.33631 | 101.6476 |
4 | 103.2479 | 97.55057 | 105.5942 | 99.39358 | 99.57922 | 95.39694 | 96.26237 | 102.5666 |
5 | 100.403 | 99.99954 | 100.1254 | 100.21 | 93.46717 | 103.2011 | 100.1247 | 101.0385 |
6 | 97.26687 | 101.0598 | 96.30829 | 100.2402 | 98.07447 | 97.92167 | 102.4083 | 104.0686 |
7 | 101.2243 | 98.17466 | 99.66765 | 101.106 | 100.2891 | 99.37136 | 99.33442 | 95.24574 |
8 | 99.77304 | 95.70568 | 99.5615 | 99.89883 | 100.3117 | 104.133 | 100.4445 | 96.28674 |
9 | 98.51186 | 99.89239 | 101.3762 | 99.76019 | 101.5632 | 97.32041 | 99.62125 | 101.4166 |
10 | 97.40904 | 97.85005 | 101.42 | 103.6548 | 96.49857 | 101.3962 | 103.8805 | 98.63672 |
11 | 96.3946 | 100.6758 | 97.70221 | 100.5137 | 100.5532 | 102.7289 | 99.08574 | 105.7098 |
12 | 101.7456 | 96.83618 | 94.44252 | 97.85219 | 99.54752 | 100.5066 | 100.6628 | 99.45919 |
13 | 98.58297 | 99.37053 | 104.2523 | 101.7386 | 96.27684 | 97.96553 | 102.3758 | 99.04239 |
14 | 106.8022 | 102.2632 | 100.8818 | 99.15057 | 98.48411 | 101.02 | 105.0317 | 98.64721 |
15 | 100.7582 | 103.7421 | 101.3378 | 96.83203 | 100.0422 | 98.52133 | 101.8445 | 99.04535 |
Please use Excel and be very clear and detailed about how you make an x and R chart. Thank you.
A table is made for the calculations:
Hour | Sample 1 | Sample 2 | Sample 3 | Sample 4 | Sample 5 | Sample 6 | Sample 7 | Sample 8 | Total |
1 | 98.2706 | 98.82376 | 101.8175 | 100.1819 | 102.9594 | 101.165 | 95.25957 | 98.97423 | N/A |
2 | 100.7166 | 101.8866 | 98.56813 | 98.77126 | 101.8273 | 98.20298 | 101.6975 | 99.63706 | N/A |
3 | 98.9922 | 101.9845 | 103.7859 | 97.94211 | 100.9618 | 102.5191 | 97.33631 | 101.6476 | N/A |
4 | 103.2479 | 97.55057 | 105.5942 | 99.39358 | 99.57922 | 95.39694 | 96.26237 | 102.5666 | N/A |
5 | 100.403 | 99.99954 | 100.1254 | 100.21 | 93.46717 | 103.2011 | 100.1247 | 101.0385 | N/A |
6 | 97.26687 | 101.0598 | 96.30829 | 100.2402 | 98.07447 | 97.92167 | 102.4083 | 104.0686 | N/A |
7 | 101.2243 | 98.17466 | 99.66765 | 101.106 | 100.2891 | 99.37136 | 99.33442 | 95.24574 | N/A |
8 | 99.77304 | 95.70568 | 99.5615 | 99.89883 | 100.3117 | 104.133 | 100.4445 | 96.28674 | N/A |
9 | 98.51186 | 99.89239 | 101.3762 | 99.76019 | 101.5632 | 97.32041 | 99.62125 | 101.4166 | N/A |
10 | 97.40904 | 97.85005 | 101.42 | 103.6548 | 96.49857 | 101.3962 | 103.8805 | 98.63672 | N/A |
11 | 96.3946 | 100.6758 | 97.70221 | 100.5137 | 100.5532 | 102.7289 | 99.08574 | 105.7098 | N/A |
12 | 101.7456 | 96.83618 | 94.44252 | 97.85219 | 99.54752 | 100.5066 | 100.6628 | 99.45919 | N/A |
13 | 98.58297 | 99.37053 | 104.2523 | 101.7386 | 96.27684 | 97.96553 | 102.3758 | 99.04239 | N/A |
14 | 106.8022 | 102.2632 | 100.8818 | 99.15057 | 98.48411 | 101.02 | 105.0317 | 98.64721 | N/A |
15 | 100.7582 | 103.7421 | 101.3378 | 96.83203 | 100.0422 | 98.52133 | 101.8445 | 99.04535 | N/A |
Total | 1500.099 | 1495.815 | 1506.841 | 1497.246 | 1490.436 | 1501.37 | 1505.37 | 1501.422 | 11998.6 |
Mean | 100.0066 | 99.72102 | 100.4561 | 99.8164 | 99.36239 | 100.0913 | 100.358 | 100.0948 | 799.9067 |
Range | 10.4076 | 8.03642 | 11.15168 | 6.82277 | 9.49223 | 8.73606 | 9.77213 | 10.46406 | 74.88295 |
The mean of the subgroup means is given by
The mean of the subgroup ranges are given by
(a)
Here n=15, and from the table , we obtain
Thus for the range chart, we have
(b)
Here n=15, and from the table , we obtain
Thus for the range chart, we have
(c)
From the range chart, it is evident that all the subgroup ranges are within the control limits, and hence from the range chart, it can be concluded that the process is in control.
Similarly, from the mean chart, it is evident that all the subgroup means are within the control limits, and hence from the mean chart, it can be concluded that the process is in control.
(d)
The R chart or the range chart measures the variability of the process and hence if the variability is within control, the mean chart must be examined to know about the central tendency of the process and if the process is in control according to the mean chart, then the entire process is in control.
Here as the process is in control according to both the charts, the entire process is in control.
Hopefully this will help you. In case of any query, do comment. If you are satisfied with the answer, give it a like. Thanks.