Abstract
In this study, a robust control chart as an alternative to the Tukey’s control chart (TCC) based on the modified trimmed standard deviation (MTSD), namely MTSD-TCC, is proposed. The performance of the proposed and the competing Tukey’s control chart (TCC) is measured using different length properties such as average run length (ARL), standard deviation of run length (SDRL), and median run length (MDRL). Also, the study covered normal and contaminated cases. We have observed that the proposed robust control chart (MTSD-TCC) is quite efficient at detecting process shifts. Also, it is evident from the simulation results that the proposed robust control chart (MTSD-TCC) offers superior detection ability for different trimming levels as compared to the Tukey’s control chart (TCC) under the contaminated process setups. As a result, it is recommended to use the proposed robust control chart (MTSD-TCC) for process monitoring. An application numerical example using real-life data is provided to illustrate the implementation of the proposed robust control chart (MTSD-TCC) which also supported the results of the simulation study to some extent.
| Original language | English |
|---|---|
| Pages (from-to) | 262-277 |
| Number of pages | 16 |
| Journal | Mathematics and Statistics |
| Volume | 8 |
| Issue number | 3 |
| DOIs | |
| State | Published - 2020 |
Bibliographical note
Publisher Copyright:© 2020 by authors, all rights reserved.
Keywords
- Average Run Length (ARL)
- Inter-Quartile Range (IQR)
- Modified Trimmed Standard Deviation (MTSD)
- Outliers
- Robust Estimator
- Statistical Process Control (SPC)
- Tukey's Control Chart (TCC)
ASJC Scopus subject areas
- Statistics and Probability
- Economics and Econometrics
- Statistics, Probability and Uncertainty
Fingerprint
Dive into the research topics of 'Mtsd-tcc: A robust alternative to tukey's control chart (tcc) based on the modified trimmed standard deviation (mtsd)'. Together they form a unique fingerprint.Cite this
- APA
- Author
- BIBTEX
- Harvard
- Standard
- RIS
- Vancouver