In: Statistics and Probability
a TiW layer is deposited on a substrate using a sputtering tool. the following table presents data, in Angstroms, from 20 subgroups of n=4. (a) Plot an x-bar and R control chart for the process. Perform run tests to western Electric rules 1 thru 5. Is the Process in Control? Revise the control limits as necessary. (b) Estimate the mean and standard deviation of the revised process. (c) Is the layer thickness of the revised process normally distributed? (d) if the specifications are 450 + - 30 Angstroms, estimate the process capability.
Subgroup x1 x2 x3 x4
1 459 449 435 450
2 443 440 442 442
3 457 444 449 444
4 469 463 453 438
5 443 457 445 454
6 444 456 456 457
7 445 449 450 445
8 446 455 449 452
9 444 452 457 440
10 432 463 463 443
11 445 452 453 438
12 456 457 436 457
13 459 445 441 447
14 441 465 438 450
15 460 453 457 438
16 453 444 451 435
17 451 460 450 457
18 422 431 437 429
19 444 446 448 467
20 450 450 454 454
For the given data
a)
Now the process in control.
b)
Mean = = 449.68
We can obtain the d2 value from the variable control chart table..
see in the subgroup size and d2 column , we get the d2 value.
= 16.74
Standard deviation (S)
= 2.059
S = 16.74 / 2.059 = 8.13
c)
Yes , The revised process is in control.., so the process is normally distributed.
d)
USL = 480 , LSL = 420
Process capability = CP = (USL - LSL) / 6*S
CP = (480 - 420) / (6 * 8.13)
CP = 1.23
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