A Thorough Comparison of the Variable-Sample-Size Weighted-Loss CUSUM and ABS-SPRT Control Charts

Jing Wei Teoh, Wei Lin Teoh, Laila El-Ghandour, Zhi Lin Chong, Sin Yin Teh

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

It is frequently documented that concurrent shifts in the mean and dispersion of a process quality characteristic carry serious consequences to a manufacturing enterprise. It is, therefore, crucial to consider the detection ability of a control scheme when monitoring simultaneous changes in the process mean and dispersion. In this article, we conduct a thorough study on the detection performances of two dynamic control schemes, i.e., the variable-sample-size weighted-loss cumulative sum (VSS WLC) chart and the absolute-value sequential probability ratio test (ABS-SPRT) chart. This article reveals that the optimal ABS-SPRT chart outperforms the optimal VSS WLC chart in terms of the average extra quadratic loss and the average time to signal over a range of shift sizes. For small process shifts, the optimal VSS WLC chart is a slightly better performer than the optimal ABSSPRT chart in terms of the average number of observations to signal. However, for moderate and large process shifts, the optimal ABS-SPRT chart remains the most powerful scheme in all aspects. The ABS-SPRT chart is also favored due to its smaller long-run expected sample size compared to the VSS WLC chart, making it extremely promising in many industrial applications.
Original languageEnglish
Title of host publication13th IEEE Symposium on Computer Applications & Industrial Electronics 2023
PublisherIEEE
Pages268-273
Number of pages6
ISBN (Electronic)9798350347319
DOIs
Publication statusPublished - 3 Jul 2023
Event13th IEEE Symposium on Computer Applications & Industrial Electronics 2023 - Penang, Malaysia
Duration: 20 May 202321 May 2023

Conference

Conference13th IEEE Symposium on Computer Applications & Industrial Electronics 2023
Abbreviated titleISCAIE 2023
Country/TerritoryMalaysia
CityPenang
Period20/05/2321/05/23

Keywords

  • Average number of observations to signal
  • average time to signal
  • control chart
  • cumulative sum
  • sequential probability ratio test
  • statistical process control

ASJC Scopus subject areas

  • Computer Science Applications
  • Computer Networks and Communications
  • Computer Vision and Pattern Recognition
  • Information Systems and Management
  • Statistics, Probability and Uncertainty
  • Electrical and Electronic Engineering
  • Industrial and Manufacturing Engineering
  • Instrumentation

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