Question

In: Math

A quality characteristic X follows a Normal distribution with mean 100 and standard deviation 2 when...

A quality characteristic X follows a Normal distribution with mean 100 and standard deviation 2 when the production process is in control.  

Part (a): Suppose that the lower and upper specification limits are 94 and 106, respectively.  What is the percentage of produced product items that are non-conforming, i.e., do not conform to the specification limits, when the process is indeed in control?

Part (b): The management has decided to monitor the process with and R control charts with a sample size of 4.  What should be the lower limit, centerline and the upper limit for each of the two control charts?

Solutions

Expert Solution

a)As we know that the formula for finding prob from normal distribution is first to find z value and find the respective probability from Z table

Z= (Xbar-mu)/(sd/sqrt(n))

The lower and upper specification limits are 94 and 106, respectively

Hence using Xbar in the above formula with n=1

Z= (94-100)/(2) =-3

Z=(106-100)/2 = 3

Looking for the area under the curve from standard Normal distribution with Z=(-3,3) we get Area under the curve as 0.997

Hence we can say that there is 99.7% Probability that of produced product items that are conforming

Hence we can say that there is very rare probability of 0.3% of produced product items that are non-conforming

Ans=> 0.3%

b) To control the same

Z= (Xbar-mu)/(sd/sqrt(n))

Where we have Z=-3 and +3 for lower and upper limit respetively

We have n=4

Hence for lower limit

-3= (Xbar-100)/(2/sqrt(4))

Xbar=100-3=97 (Lower limit)

Same way

3= (Xbar-100)/(2/sqrt(4))

Xbar=100+3=103 (Upper limit)

Central Line = (Lower+Upper)/2 = (97+103)/2 =100

Hence Upper limit=103

Central line = 100

Lower Limit=97

For R charts

Hope the above answer has helped you in understanding the problem. Please upvote the ans if it has really helped you. Good Luck!!


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