Neoteric ranked set sampling based combined Shewhart-CUSUM and Shewhart-EWMA control charts for monitoring the process location

T. Nawaz, D. Han
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引用次数: 1

Abstract

The use of efficient sampling designs can play a vital role to enhance the efficiency of the control charts for improved process monitoring. In this paper, the neoteric ranked set sampling scheme (NRSS) is used to design combined Shewhart-CUSUM (CSCUSUM) and Shewhart-EWMA (CSEWMA) control charts for monitoring of the process location with an aim to enhance the shift detection ability of these charts. Monte Carlo simulations are used to obtain the run lengths profiles of the proposed charts. The performance of the proposed charts is compared with their competing control charts using average run length, the standard deviation of run length, median run length and extra quadratic loss (EQL) as performance metrics. The proposed control charts emerged as more sensitive and in-control robust as compare to the existing charts. A real industrial dataset is used to demonstrate the implementation of the proposed charts for the practitioners. [Received: 11 May 2019; Accepted: 17 December 2019]
Neoteric基于排序集抽样的组合shehart - cusum和shehart - ewma控制图,用于监控过程位置
采用有效的抽样设计对提高控制图的效率、改进过程监控起着至关重要的作用。本文采用现代排序集抽样方案(NRSS)设计了用于过程位置监测的shehart - cusum (CSCUSUM)和shehart - ewma (CSEWMA)组合控制图,以提高这些控制图的位移检测能力。蒙特卡罗模拟用于获得所提出的图表的运行长度分布。使用平均运行长度、运行长度标准差、中位数运行长度和额外二次损失(EQL)作为性能指标,将所提出的图表的性能与竞争控制图进行比较。与现有的控制图相比,所提出的控制图更敏感,控制更稳健。一个真实的工业数据集被用来为从业者演示所提出的图表的实现。[收稿日期:2019年5月11日;录用日期:2019年12月17日]
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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