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You're in charge of an operation that manufactures steel dowels with a specification of 100 mm +/- 1 mm in length. You're concerned about the quality in your process and have taken the following samples. What is the probability of exceeding the maximum dimension?
Sample |
Measurement |
1 |
100.15 |
2 |
99.85 |
3 |
99.75 |
4 |
99.15 |
5 |
100.25 |
6 |
101.05 |
7 |
98.9 |
8 |
100.15 |
9 |
100.05 |
10 |
99.95 |
11 |
98.85 |
12 |
100.5 |
13 |
100.75 |
14 |
100.65 |
15 |
99.75 |
16 |
100.05 |
17 |
99.25 |
18 |
101.15 |
19 |
98.95 |
20 |
99.95 |
21 |
100.15 |
22 |
100 |
23 |
100.15 |
24 |
99.95 |
25 |
101.05 |
From the given data of 25 samples :
Mean process data = m =100.016
Sample standard deviation = Sd = 0.6451
Note: we have placed all data in excel and have used the formula AVG ( ) and STDDEV.S() to derive values of process mean and sample standard deviations respectively
Following are given :
Upper specification limit = USL = 101 mm
Lower specification limit = LSL = 99 mm
Thus maximum dimension = 101
Let z value corresponding to probability of process output to be maximum of 101= Z1
Therefore ,
M = Z1 x Sd = 101
Or, 100.016 + 0.6451.Z1 = 101
Or, 0.6451.Z1 = 0.984
Or, Z = 1.5253 ( 1.53 rounded to 2 decimal places )
Value of probability for Z = 1.53 as derived from standard normal distribution table=0.93699
Thus, probability that process output will be maximum 101 = 0.93699
Hence, Probability of exceeding maximum dimension
= 1 – Probability that process output will be maximum 0.93699
= 0.063
PROBABILITY OF EXCEEDDING MAXIMUM DIMENSION = 0.063 |
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