Journal article · 2021
Practitioners guide on parametric, nonparametric, and semiparametric profile monitoring
Quality and Reliability Engineering International · 37(3), 857–881 · 2021
Profile monitoring and control chartsRobust and semiparametric modelling
Abstract
Profile monitoring is one of the methods used in statistical process control () to understand the functional relationship between response and explanatory variables by tracking this relationship and estimating parameters. SPC is done in two phases: In Phase , a statistical model is created and its parameters estimated using historical data. Phase implements the statistical model and monitors the live ongoing process. Control charts are graphical tools used to monitor these functional relationships over time in both Phase and Phase . This study provides a step‐by‐step application for parametric, nonparametric, and semiparametric methods in profile monitoring and creates an in‐depth guideline with comparative analysis studies for novice practitioners. A comparative analysis under each distributional assumption is conducted for various control charts.
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Details
- Type
- Journal article
- Year
- 2021
- Journal
- Quality and Reliability Engineering International
- Volume
- 37
- Issue
- 3
- Pages
- 857–881
- Publisher
- Wiley
- DOI
- 10.1002/qre.2770
Cite this work
Chelsea L. Jones, Abdel-Salam G. Abdel-Salam, D'Arcy Mays (2021). Practitioners guide on parametric, nonparametric, and semiparametric profile monitoring. Quality and Reliability Engineering International, 37(3), 857–881. https://doi.org/10.1002/qre.2770
@article{jones2021practitioners,
author = {Chelsea L. Jones and Abdel-Salam G. Abdel-Salam and D'Arcy Mays},
title = {Practitioners guide on parametric, nonparametric, and semiparametric profile monitoring},
year = {2021},
journal = {Quality and Reliability Engineering International},
volume = {37},
number = {3},
pages = {857--881},
publisher = {Wiley},
doi = {10.1002/qre.2770}
}
TY - JOUR AU - Chelsea L. Jones AU - Abdel-Salam G. Abdel-Salam AU - D'Arcy Mays TI - Practitioners guide on parametric, nonparametric, and semiparametric profile monitoring PY - 2021 JO - Quality and Reliability Engineering International VL - 37 IS - 3 SP - 857 EP - 881 PB - Wiley DO - 10.1002/qre.2770 UR - https://doi.org/10.1002/qre.2770 ER -