Question

In: Statistics and Probability

2. The following data gives the number of defectives in 10 independent samples of varying sizes from a production process:


2. The following data gives the number of defectives in 10 independent samples of varying sizes from a production process: 

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Draw the control chart for fraction defectives and comment on it. 


3.Draw a suitable control chart for the following data pertaining to the number of coloured threads(considered as defects) in 15 pieces of cloth in a certain make of synthetic fibres and state your conclusions: 7,12,3,20,21,5,4,3,10,8,0,9,6,7,20

Solutions

Expert Solution

2. P-chart: From the given data

S. No. Sample Size (n) Defective Units (di) pi=di/ni
1 2000 425 0.2125
2 1500 430 0.2867
3 1400 216 0.1543
4 1350 314 0.2326
5 1250 225 0.1800
6 1760 322 0.1830
7 1875 280 0.1493
8 1955 306 0.1565
9 3125 337 0.1078
10 1575 305 0.1937
Total: 17790 3160

Now we calculate LCL and UCL values from the above formula with different sample sizes(ni)

UCL LCL
S. No. Sample Size (n) Defective Units (di) pi=di/ni p-bar+3*sqrt((p-bar * q-bar)/ni) p-bar-3*sqrt((p-bar * q-bar)/ni)
1 2000 425 0.2125 0.2033 0.1520
2 1500 430 0.2867 0.2072 0.1480
3 1400 216 0.1543 0.2083 0.1470
4 1350 314 0.2326 0.2088 0.1464
5 1250 225 0.1800 0.2101 0.1452
6 1760 322 0.1830 0.2050 0.1503
7 1875 280 0.1493 0.2041 0.1511
8 1955 306 0.1565 0.2036 0.1517
9 3125 337 0.1078 0.1981 0.1571
10 1575 305 0.1937 0.2065 0.1487
Total: 17790 3160

P-chart:

The process is out of control since 5 subgroups are out of control.
i.e. the low proportion of defective items 7 and 9
and the high proportion of defective items 1,2 and 4

3) C-Chart: From the given data

Sample defects
1 7
2 12
3 3
4 20
5 21
6 5
7 4
8 3
9 10
10 8
11 0
12 9
13 6
14 7
15 20

.Total : 135

The process is out of control since 3 subgroups are out of control.
i.e.the high number of defects per unit are 4,5 and 15


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