Question

In: Operations Management

Explain the difference between process capability and statistical control. Suppose that a process with a normally...

Explain the difference between process capability and statistical control.

Suppose that a process with a normally distributed output has a mean of 50.0 cm. and a variance of 3.61 cm. If the specifications are 51.0 +/- 3.75 cm.,

a. Compute Cp and Cpk

b. What are your conclusions about this process?

Solutions

Expert Solution

Process capability is checking the process using appropriate measures about whether the process is producing the product within the specified range. The upper range is called Upper specification limit and the lower one is called Lower specification limit. It is measured using Process capability index or process performance index.

Statistical control employs statistical methods to monitor and control the process and perform the quality control. It can be used in any process where the output is measurable.

Given that,

USL = 51 + 3.75 = 54.75 cm

LSL = 51-3.75 = 47.25cm

Mean = 50cm, Variance = V = 3.61cm,

Hence, Standard deviation = s = sq. root (V) = 1.90cm

A.)

Cp = (USL-LSL)/6s = (54.75 - 47.25) / (6 x 1.9) = 0.6578

CpU = (USL - m)/3s = (54.75 - 50) / (3 x 1.9) = 0.8333

CpL = (m-LSL)/3s = (50 - 47.25) / (3 x 1.9) = 0.4825

CpK = minimum (CpU, CpL) = minimum (0.8333, 0.4825) = 0.4825

Conclusion: There is a gap between Cp (0.6578) and CpK (0.4825). The gap shows that the average differs from the target value. The gap will close when the average reached the target value.


Related Solutions

Statistical Process Control is a critical part of tracking performance, and evaluation of process capability is...
Statistical Process Control is a critical part of tracking performance, and evaluation of process capability is an important element to track the need to closely monitor. Using the table below and the attached X-bar, S charts, determine the process capability indices for the process (Cp, Cpk), and evaluate whether the process is capable for average surface roughness (Ra) for the inner diameter of tubing. If not, what change(s) should be made next to get Cpk ≥ 1.33? The specification requires...
What is the difference between statistical process control and randomized control trial?  How are the two approaches...
What is the difference between statistical process control and randomized control trial?  How are the two approaches similar?
Explain the difference between statistical and practical significance. Explain the difference between the null and alternative...
Explain the difference between statistical and practical significance. Explain the difference between the null and alternative hypotheses. When should a one-tailed test be used? What are the disadvantages to using a one-tailed test? When should you use a two-tailed test? Define a Type I error. In the behavioral sciences, what is the likelihood of a Type I error? Define a Type II error. In the behavioral sciences, what is the likelihood of a Type II error?
Explain the difference between deterministic and statistical models
Explain the difference between deterministic and statistical models
What are statistical process control methods?
What are statistical process control methods?
Explain management's role and the importance of it in the implementation of statistical process control (SPC)....
Explain management's role and the importance of it in the implementation of statistical process control (SPC). COURSE: QUALITY MANAGEMENT CONTROL
Statistical process control explain the types of control charts available for analysis, the basis under which...
Statistical process control explain the types of control charts available for analysis, the basis under which their limits are defined and change, the types of analysis that lead to decisions of controlled or not-controlled, and the types of risks associated with different sample sizes and limit settings. In particular, describe what it means statistically to declare that a process is not in control.
A process is in statistical control with   and The control chart uses a sample size of n...
A process is in statistical control with   and The control chart uses a sample size of n = 3. Specifications are at 42 ± 4. The quality characteristic is normally distributed. What conditions should we check to ensure that conclusions from a capability analysis are correct? Estimate the potential capability of the process. Estimate the actual capability of the process. How much improvement in ppm could be made in process performance if the mean could be centered at the nominal value?
Explain the difference between statistical significance and economic significance of OLS estimates?
Explain the difference between statistical significance and economic significance of OLS estimates?
Define the concept of statistical process control Explain briefly the rationale for SPC What is meant...
Define the concept of statistical process control Explain briefly the rationale for SPC What is meant by variation in processes? Describe how the seven tools are used when implementing SPC.
ADVERTISEMENT
ADVERTISEMENT
ADVERTISEMENT