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Practitioners guide on parametric, nonparametric, and semiparametric profile monitoring
Quality and Reliability Engineering International ( IF 2.3 ) Pub Date : 2020-10-14 , DOI: 10.1002/qre.2770
Chelsea L. Jones 1 , Abdel‐Salam G. Abdel‐Salam 2 , D'Arcy Mays 1
Affiliation  

Profile monitoring is one of the methods used in statistical process control ( S P C ) 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 I , a statistical model is created and its parameters estimated using historical data. Phase I I 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 I and Phase I I . 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.

中文翻译:

从业人员关于参数,非参数和半参数轮廓监视的指南

配置文件监视是统计过程控制中使用的方法之一( 小号 P C ),通过跟踪此关系和估计参数来了解响应和解释变量之间的功能关系。SPC分两个​​阶段完成: 一世 ,则会创建一个统计模型,并使用历史数据估算其参数。阶段 一世 一世 实现统计模型并监视实时进行中的过程。控制图是用于在两个阶段随时间监视这些功能关系的图形工具 一世 和阶段 一世 一世 。这项研究为配置文件监视中的参数,非参数和半参数方法提供了分步应用,并为新手从业人员创建了具有比较分析研究的深入指南。在每个分布假设下对各种控制图进行了比较分析。
更新日期:2020-10-14
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