Question

In: Statistics and Probability

The following data was collected by taking samples of size 10 from a production process at...

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

Solutions

Expert Solution

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


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