Performance of a Robust Confidence Interval for the Process Capability Index Cp based on the Modified Trimmed Standard Deviation Under Non-Normal Distributions

Author:

Abu-Shawiesh Moustafa1,Srinivasan Mr2,Sindhumol Mr2,Kibria Golam3

Affiliation:

1. Department of Mathematics, Faculty of Science, Hashemite University, Al-Zarqa, JORDAN

2. Department of Statistics, MSCS School, University of Madras, Chennai, INDIA

3. Department of Mathematics and Statistics, Florida International University, Miami, Florida, USA

Abstract

In this paper, a robust interval estimator for the classical process capability index (Cp) based on the modified trimmed standard deviation (MTSD = ST ∗ ) is considered under both normal and non-normal distributions. The performance of the newly proposed process capability index interval estimator over the existing method is compared using a simulation study. As a performance criterion, we consider both simulated coverage probability and average width. Simulation results evident that the proposed confidence interval based on the robust estimator performed well for most of cases. For illustration purposes, two real-life data from industry are analyzed which supported our simulation results to some extent. As a result, the proposed method can be recommend to be used by the practitioners in various fields of industry, engineering and physical sciences.

Publisher

World Scientific and Engineering Academy and Society (WSEAS)

Subject

General Mathematics

Reference9 articles.

1. Juran, J. M., Jurans Quality Control Handbook, New York, NY, USA: McGraw-Hill, USA, 3rdedition, 1974.

2. Kane, V. E., Process capability indices, Journal of Quality Technology, Vol.18, No.1, 1986, pp. 41-52.

3. Zhang, J., Conditional confidence intervals of process capability indices following rejection of preliminary tests, PhD Thesis, The University of Texas, Arlington, TX, USA, 2010.

4. Kotz, S.; Lovelace, C. R., Process Capability Indices in Theory and Practice, Arnold, London, 1988.

5. Chao, M., Lin, D. K. J., Another Look at the Process Capability Index, Quality and Reliability Engineering International, Vol.22, No.2, 2006, pp. 153–163.

Cited by 2 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. On Some Confidence Intervals for Estimating the Population Process Capability Index Cp: An Empirical Comparison;Lecture Notes in Networks and Systems;2023

2. Comparison of Some Test Statistics for testing the Process Capability Index: An Empirical Comparison;International Journal of Computational and Applied Mathematics & Computer Science;2022-09-02

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