有序样本控制图的回顾与比较

IF 2.6 2区 工程技术 Q2 ENGINEERING, INDUSTRIAL
Sebastian Ottenstreuer, C. Weiß, M. Testik
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引用次数: 2

摘要

定性的,更具体地说,有序的数据生成过程在现实世界的过程控制实现中很常见。在本研究中,对基于样本监测的独立和同分布有序数据的控制图进行了调查,并对无内存shewhart型和利用内存的指数加权移动平均(EWMA)和累积求和型控制图的控制统计进行了关键比较。为过程监测提供了新的结果和建议。利用文献中的一些真实世界的质量场景,进行了性能比较的模拟研究,涵盖了16种不同类型的控制图。结果表明,与EWMA平滑结合使用的记过型图通常比其他可能依赖于相当复杂的推导的图表现更好。本文讨论了一个监测电动牙刷制造过程中闪烁现象的实际数据实例,以说明控制图在本研究中的应用和解释。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A review and comparison of control charts for ordinal samples
Abstract Qualitative, more specifically, ordinal data generating processes are common in real-world process control implementations. In this study, a survey of control charts for the sample-based monitoring of independent and identically distributed ordinal data is provided together with critical comparisons of the control statistics, for memory-less Shewhart-type and for memory-utilizing exponentially weighted moving average (EWMA) and cumulative-sum types of control charts. New results and proposals are also provided for process monitoring. Using some real-world quality scenarios from the literature, a simulation study for performance comparisons is conducted, covering sixteen different types of control chart. It is shown that demerit-type charts used in combination with EWMA smoothing generally perform better than the other charts, which may rely on quite sophisticated derivations. A real-world data example for monitoring flashes in electric toothbrush manufacturing is discussed to illustrate the application and interpretation of the control charts in the study.
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来源期刊
Journal of Quality Technology
Journal of Quality Technology 管理科学-工程:工业
CiteScore
5.20
自引率
4.00%
发文量
23
审稿时长
>12 weeks
期刊介绍: The objective of Journal of Quality Technology is to contribute to the technical advancement of the field of quality technology by publishing papers that emphasize the practical applicability of new techniques, instructive examples of the operation of existing techniques and results of historical researches. Expository, review, and tutorial papers are also acceptable if they are written in a style suitable for practicing engineers. Sample our Mathematics & Statistics journals, sign in here to start your FREE access for 14 days
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