Design of EWMA and CUSUM control charts subject to random shift sizes and quality impacts

被引:40
|
作者
Chen, Argon
Chen, Y. K.
机构
[1] Natl Taiwan Univ, Grad Inst Ind Engn, Taipei 106, Taiwan
[2] Natl Taiwan Univ, Dept Mech Engn, Taipei 106, Taiwan
关键词
control chart design; EWMA chart; CUSUM chart; random shift; quadratic quality loss;
D O I
10.1080/07408170701315321
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Statistical process control charts are important tools for detecting process shifts. To ensure accurate, responsive fault detection, control chart design is critical. In the literature, control charts are typically designed by minimizing the control chart's responding time, i.e., average run length (ARL), to an anticipated shift size under a tolerable false alarm rate. However, process shifts, originating from various variation sources, often come with different sizes and result in different degrees of quality impacts. In this paper, we propose a new performance measure for EWMA and CUSUM control chart design to take into consideration the variable shift sizes and corresponding quality impacts. Unlike economic designs of control charts that suffer from a complex cost structure and intensive numerical computation, the proposed design methodology does not involve any cost estimation and the design procedure is as simple as looking up tables. Given the Gaussian random shifts and quadratic quality loss function, we show that the proposed design has a significant reduction in the quality impact as compared to converitional ARL-based designs. Guidelines and useful worksheets for practical implementation of the proposed designs are then suggested to practitioners with different knowledge levels of the process excursions.
引用
收藏
页码:1127 / 1141
页数:15
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