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Variable Sampling Interval $\bar{X}$ Control Chart Using Weighted Standard Deviation Method

가중표준편차를 이용한 가변표본채취간격 $\bar{X}$ 관리도

  • Received : 2013.05.23
  • Accepted : 2013.09.24
  • Published : 2014.03.31

Abstract

This article proposes a variable sampling interval (VSI) $\bar{X}$ control chart using weighted standard deviation (WSD) method for skewed populations. The WSD method decomposes the standard deviation of a quality characteristic into upper and lower deviations and adjusts control limits and warning limits of a control chart in accordance with the direction and degree of skewness. A control chart constant is derived for estimating the standard deviation of skewed distributions with the mean of sample standard deviations. The proposed chart is compared with the conventional VSI $\bar{X}$ control chart under some skewed distributions. Simulation study shows that the proposed WSD VSI chart can control the in-control average time to signal (ATS) as an adequate level better than the conventional VSI chart, and the proposed chart can detect a decrease in the process mean of a quality characteristic following a positively skewed distribution more quickly than the standard VSI chart.

Keywords

References

  1. Bai, D.S. and I.S. Choi., "${\overline{X}}$ and R Charts for Skewed Populations," Journal of Quality Technology, Vol.25, No.2(1995), pp.120-131.
  2. Baxley, V.R., "An Application of Variable Sampling Interval Control Charts," Journal of Quality Technology, Vol.27, No.4(1995), pp.275-282.
  3. Chang, Y.S. and D.S. Bai, "A Multivariate $T^2$ Control Chart for Skewed Populations Using Weighted Standard Deviations," Quality and Reliability Engineering International, Vo1.20, No.1(2004), pp.31-46. https://doi.org/10.1002/qre.541
  4. Chang, Y.S. and D.S. Bai, "Control Charts for Positively-skewed Populations with Weighted Standard Deviations," Quality and Reliability Engineering International, Vol.17, No.5(2001), pp.397-406. https://doi.org/10.1002/qre.427
  5. Costa, A.F.B., "${\overline{X}}$ Charts with Variable Parameters," Journal of Quality Technology, Vol.31, No.4(1999), pp.408-416.
  6. IMSL Library, Reference Manaual, Visual Numerics, Inc, USA, 1990.
  7. Kazemzadeh, R.B., M. Karbasian, and M.A. Babakhani, "An EWMA t Chart with Variable Sampling Intervals for Monitoring the Process Mean," International Journal of Advanced Manufacturing Technology, Vol.66, No.1(2013), pp.125-139. https://doi.org/10.1007/s00170-012-4311-0
  8. Khoo, M.B.C., M.A. Abdu, M.A. Atta, and Z. Wu, "A Multivariate Synthetic Control Chart for Monitoring the Process Mean Vector of Skewed Populations Using Weighted Standard Deviations," Communications in Statistics-Simulation and Computation, Vol.38, No.7(2009), pp.1493-1518. https://doi.org/10.1080/03610910903019905
  9. Lee, J.-W. and T.-J. Lim, "A VSSI-CRL Synthetic Control Chart," Journal of the Korean Operations Research and Management Science Society, Vol.30, No.4(2005), pp.1-14.
  10. Lin, Y.-C. and C.-Y. Chou, "Non-normality and the Variable Parameters ${\overline{X}}$ Control Charts," European Journal of Operations Research, Vol.176, No.1(2007), pp.361-373. https://doi.org/10.1016/j.ejor.2005.06.051
  11. Lin, Y.-C. and C.-Y. Chou, "On the Design of Variable Sample Size and Sampling Intervals ${\overline{X}}$ Charts under Non-normality," International Journal of Production Economics, Vol.96, No.2(2005), pp.249-261. https://doi.org/10.1016/j.ijpe.2004.05.001
  12. Mitra, A., Control Charts for the Standard Deviation, Encyclopedia of Statistics in Quality and Reliability, Ruggeri, F., R.S. Kenett, and F.W. Faltin Ed., England, John Wiley & Sons Ltd., England, 2007.
  13. Montgomery, D.C., Introduction to Statistical Quality Control, 5th Ed., John Wiley & Sons, Inc., USA, 2005.
  14. Reynolds, M.R. and Z.G. Stombos, "Monitoring the Process Mean and Variance Using Individual Observations and Variable Sampling Intervals," Journal of Quality Technology, Vol.33, No.2(2001), pp.181-205.
  15. Reynolds, M.R., R.W. Amin, J.C. Arnold, and J.A. Nachlas, "${\overline{X}}$ Charts with Variable Sampling Intervals," Technometrics, Vol.30, No.2(1988), pp.181-192.
  16. Tsai, T.-R. and S.-J. Wu, "Adjusted Weighted Standard Deviation R Chart for Skewed Distributions," Brazilian Journal of Probability and Statistics, Vo1.22, No.1(2008), pp.9-22.
  17. Zhang, Y., P. Castagliola, Z. Wu, and M.B.C. Khoo, "The Variable Sampling Interval ${\overline{X}}$ Chart with Estimated Parameters," Quality and Reliability Engineering International, Vol.28, No.1(2012), pp.19-34. https://doi.org/10.1002/qre.1209