The effects of parameter estimation on minimizing the in-control average sample size for the double sampling X bar chart

Authors

  • Michael B.C. Khoo School of Mathematical Sciences Universiti Sains Malaysia, Penang, Malaysia
  • M.H. Lee School of Engineering, Computing and Science Swinburne University of Technology, Sarawak, Malaysia
  • W.L. Teoh Department of Physical and Mathematical Science Faculty of Science, Universiti Tunku Abdul Rahman Jalan Universiti, Bandar Barat, Malaysia
  • J.Y. Liew School of Mathematical Sciences Universiti Sains Malaysia, Penang, Malaysia
  • S.Y. Teh School of Management Universiti Sains Malaysia, Penang, Malaysia

DOI:

https://doi.org/10.7166/24-3-555

Keywords:

double sampling, in-control average sample size, median run length, parameter estimation

Abstract

The double sampling (DS) X bar chart, one of the most widely-used charting methods, is superior for detecting small and moderate shifts in the process mean. In a right skewed run length distribution, the median run length (MRL) provides a more credible representation of the central tendency than the average run length (ARL), as the mean is greater than the median. In this paper, therefore, MRL is used as the performance criterion instead of the traditional ARL. Generally, the performance of the DS X bar chart is investigated under the assumption of known process parameters. In practice, these parameters are usually estimated from an in-control reference Phase-I dataset. Since the performance of the DS X bar chart is significantly affected by estimation errors, we study the effects of parameter estimation on the MRL-based DS X bar chart when the in-control average sample size is minimised. This study reveals that more than 80 samples are required for the MRL-based DS X bar chart with estimated parameters to perform more favourably than the corresponding chart with known parameters.

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Published

2013-11-26

How to Cite

Khoo, M. B., Lee, M., Teoh, W., Liew, J., & Teh, S. (2013). The effects of parameter estimation on minimizing the in-control average sample size for the double sampling X bar chart. The South African Journal of Industrial Engineering, 24(3), 58–67. https://doi.org/10.7166/24-3-555

Issue

Section

General Articles