Estimate the process standard deviation


Q1. Samples of size n = 5 are collected from a process every half hour. After 50 samples have been collected, we calculate
x‾= 20.0 and s‾= 1.5. Assume that both charts exhibit control and that the quality characteristic is normally distributed.

a) Estimate the process standard deviation.

b) Find the control limits on the x‾ and s charts.

c) If the process mean shifts to 22, what is the probability of concluding that the process is still in control?

Q2. Samples of n = 5 units are taken from a process every hour. The x‾ and R values for a particular quality characteristic are determined. After 25 samples have been collected, we calculate x‾= 20 and R‾= 4.56.

a) What are the three-sigma control limits for x‾ and R?

b) Both charts exhibit control. Estimate the process standard deviation.

c) Assume that the process output is normally distributed. If the specifications are 19 ± 5, what are your conclusions regarding the process capability?
d) If the process mean shifts to 24, what is the probability of not detecting this shift on the first subsequent sample?

Q3. Control charts for x‾and R are in use with the following parameters. The sample size is n = 9. Both charts exhibit control. The quality characteristic is normally distributed.

x‾ Chart                            R Chart

UCL = 363.0                   UCL = 16.18
Center line = 360.0    Center line = 8.91
LCL = 357.0                    LCL = 1.64

a) What is the α-risk associated with the x‾chart?

b) Specifications on this quality characteristic are 358 ± 6. What are your conclusions regarding the ability of the process to produce items within specifications?

c) Suppose the mean shifts to 357. What is the probability that the shift will not be detected on the first sample following the shift?

d) What would be the appropriate control limits for the x‾chart if the type I error probability were to be 0.01?

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Basic Statistics: Estimate the process standard deviation
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