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Double sampling monitoring schemes: a literature review and some future research ideas
Communications in Statistics - Simulation and Computation ( IF 0.9 ) Pub Date : 2021-06-30 , DOI: 10.1080/03610918.2021.1939375
Collen M. Motsepa 1 , Jean-Claude Malela-Majika 2 , Philippe Castagliola 3 , Sandile C. Shongwe 4
Affiliation  

Abstract

Adapted from the acceptance sampling field, the double sampling monitoring schemes implement a two-stage strategy to decide whether the process being monitored is in-control or out-of-control. That is, a master sample is split into two separate subgroup samples, with the first subgroup sample used in the first stage and, depending on which type of double sampling method is used, either only the second or the combined first and second, subgroup sample(s) are used in the second stage. This strategy has been proven to effectively decrease the sampling effort and, at the same time, to decrease the time to detect potential out-of-control situations. For these reasons, it has received some attention in the statistical process monitoring (SPM) literature and, in this review paper, all 92 existing publications on the basic double sampling monitoring schemes and other different schemes that are integrated with the basic double sampling schemes are reviewed. The double sampling schemes are categorized and summarized so that any research gaps in the SPM literature can easily be identified. Finally, concluding remarks and some directions for future research ideas are given.



中文翻译:

双抽样监测方案:文献综述和未来的研究思路

摘要

双抽样监控方案改编自验收抽样领域,采用两阶段策略来决定所监控的过程是受控还是失控。也就是说,主样本被分成两个单独的子组样本,第一个子组样本在第一阶段使用,并且根据使用的双重抽样方法的类型,仅使用第二个子组样本或组合第一和第二个子组样本(s) 用于第二阶段。事实证明,该策略可以有效减少采样工作,同时减少检测潜在失控情况的时间。由于这些原因,它在统计过程监控(SPM)文献中受到了一些关注,并且在这篇综述论文中,对基本双重抽样监测方案和与基本双重抽样方案相结合的其他不同方案的所有 92 种现有出版物进行了审查。对双重抽样方案进行分类和总结,以便可以轻松识别 SPM 文献中的任何研究空白。最后给出了结论性意见和未来研究思路的一些方向。

更新日期:2021-06-30
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