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Ranked Set Sampling Designs for Monitoring The Skew-Normal Process

Year 2019, Volume: 12 Issue: 1, 1 - 14, 28.06.2019

Abstract

In this study, we have proposed to use various ranked set sampling designs to
construct the mean charts based on Shewhart, Weighted Variance and Skewness
Correction methods that are applied to monitor the process variability under
the skew normal process. The performance of the mean charts based on var-
ious ranked set sampling designs are compared with simple random sampling
by Monte Carlo simulation. Simulation results revealed that the mean charts
based on various ranked set sampling perform much better than simple random
sampling.

References

  • [1] Azzalini A., Dalla Valle A., "The multivariate skew-normal distribution",Biometrika, 83, 4, pp. 715-726, (1996).
  • [2] Abujiya M.R., Muttlak H. A., "Quality control chart for the mean using doubleranked set sampling", Journal of Applied Statistics, 31:10, 1185-1201, (2004).
  • [3] Al-Nasser A.D., Al-Rawwash M., "A control chart based on ranked data", Journalof Applied Sciences, 7:14, 1936-1941, (2007).
  • [4] Bai D.S, Choi I.S., " Xand R Control charts for skewed populations", Journal OfQuality Technology, 27, 120-131, (1995).
  • [5] Karagöz, D., Koyuncu N., "New ranked set sampling schemes for range charts limitsunder bivariate skewed distributions", Soft Computing, Doi: 10.1007/s00500-017-2880-4, (2018).
  • [6] Koyuncu N., Karagöz, D.," Shewhart X-bar and R control charts using newranked set sampling schemes", Istatistik, Journal of the Turkish Statistical Association(IJTSA), 10, 3, 63-71, (2017).
  • [7] Koyuncu N., Karagöz, D., "New mean charts for bivariate asymmetric distributionsusing di erent ranked set sampling designs", Quality Technology and QuantitativeManagement, 15(5), 602621, (2018).
  • [8] Chan L.K, Cui H.J., "Skewness correction Xand R charts for skewed distributions",Naval Research Logistics, 50, 1-19 (2003).
  • [9] Choobineh F., Ballard J.L., "Control-limits of QC Charts for skewed distributionsusing weighted variance", IEEE Transactions on Reliability, 36:4, 473-477, (1987).
  • [10] McIntyre G.A., " A method for unbiased selective sampling using ranked sets",Australian Journal of Agricultural Research, 3, 385-390, (1952).
  • [11] Montgomery D.C., "Introduction to Statistical Quality Control", JohnWiley&Sons. Inc., USA (1997) .
  • [12] Muttlak H A, Al-Sabah W.S., "Statistical quality control based on ranked setsampling", Journal of Applied Statistics,30:9, 1055-78, (2003).
  • [13] O'Hagan A., Leonard T., " Bayes estimation subject to uncertainty about parameterconstraints", Biometrika, 63, 201-203 (1976).
  • [14] G.P. Silva, G.P., Taconeli, C. A., Zeviani, W.M., Guimares, I.S., " An improvedquality control chart to monitor the mean based on ranked sets", arXiv preprintarXiv:1709.04979, (2017).
  • [15] Pongpullponsak A., Sontisamran P., "Statistical quality control based on rankedset sampling for multiple characteristics", Chiang Mai J Sci 40(3):485498, (2013).
  • [16] Zamanzade, E. and Al-Omari, A.I., "New ranked set sampling for estimating thepopulation mean and variance", Hacettepe Journal of Mathematics and Statistics,45, 6, 1891-1905 , (2016).

Çarpık-normal sürecin izlenmesi için sıralı küme örnekleme tasarımları

Year 2019, Volume: 12 Issue: 1, 1 - 14, 28.06.2019

Abstract

Bu çalışmada, çarpık-normal süreç altında süreç değişkenliğini
izlemek için uygulanan ortalama kartları oluşturmak için Shewhart, ağırlıklı
varyans ve düzeltilmiş çarpıklık yöntemlerine dayanan çeşitli sıralı küme
örnekleme tasarımlarını kullanmak önerilmiştir. Sıralı küme örnekleme
tasarımlarına dayanan ortalama kartlarının performansı Monte Carlo benzetimi
kullanılarak basit rastgele örnekleme ile karşılaştırılmıştır. Simülasyon
sonuçları, çeşitli sıralı küme örneklemesine dayanan ortalama kartlarının basit
rastgele örneklemeden çok daha iyi performans gösterdiğini ortaya koymuştur.

References

  • [1] Azzalini A., Dalla Valle A., "The multivariate skew-normal distribution",Biometrika, 83, 4, pp. 715-726, (1996).
  • [2] Abujiya M.R., Muttlak H. A., "Quality control chart for the mean using doubleranked set sampling", Journal of Applied Statistics, 31:10, 1185-1201, (2004).
  • [3] Al-Nasser A.D., Al-Rawwash M., "A control chart based on ranked data", Journalof Applied Sciences, 7:14, 1936-1941, (2007).
  • [4] Bai D.S, Choi I.S., " Xand R Control charts for skewed populations", Journal OfQuality Technology, 27, 120-131, (1995).
  • [5] Karagöz, D., Koyuncu N., "New ranked set sampling schemes for range charts limitsunder bivariate skewed distributions", Soft Computing, Doi: 10.1007/s00500-017-2880-4, (2018).
  • [6] Koyuncu N., Karagöz, D.," Shewhart X-bar and R control charts using newranked set sampling schemes", Istatistik, Journal of the Turkish Statistical Association(IJTSA), 10, 3, 63-71, (2017).
  • [7] Koyuncu N., Karagöz, D., "New mean charts for bivariate asymmetric distributionsusing di erent ranked set sampling designs", Quality Technology and QuantitativeManagement, 15(5), 602621, (2018).
  • [8] Chan L.K, Cui H.J., "Skewness correction Xand R charts for skewed distributions",Naval Research Logistics, 50, 1-19 (2003).
  • [9] Choobineh F., Ballard J.L., "Control-limits of QC Charts for skewed distributionsusing weighted variance", IEEE Transactions on Reliability, 36:4, 473-477, (1987).
  • [10] McIntyre G.A., " A method for unbiased selective sampling using ranked sets",Australian Journal of Agricultural Research, 3, 385-390, (1952).
  • [11] Montgomery D.C., "Introduction to Statistical Quality Control", JohnWiley&Sons. Inc., USA (1997) .
  • [12] Muttlak H A, Al-Sabah W.S., "Statistical quality control based on ranked setsampling", Journal of Applied Statistics,30:9, 1055-78, (2003).
  • [13] O'Hagan A., Leonard T., " Bayes estimation subject to uncertainty about parameterconstraints", Biometrika, 63, 201-203 (1976).
  • [14] G.P. Silva, G.P., Taconeli, C. A., Zeviani, W.M., Guimares, I.S., " An improvedquality control chart to monitor the mean based on ranked sets", arXiv preprintarXiv:1709.04979, (2017).
  • [15] Pongpullponsak A., Sontisamran P., "Statistical quality control based on rankedset sampling for multiple characteristics", Chiang Mai J Sci 40(3):485498, (2013).
  • [16] Zamanzade, E. and Al-Omari, A.I., "New ranked set sampling for estimating thepopulation mean and variance", Hacettepe Journal of Mathematics and Statistics,45, 6, 1891-1905 , (2016).
There are 16 citations in total.

Details

Primary Language English
Subjects Engineering
Journal Section Articles
Authors

Derya Karagöz 0000-0002-8283-8573

Nursel Koyuncu 0000-0003-1065-3411

Publication Date June 28, 2019
Published in Issue Year 2019 Volume: 12 Issue: 1

Cite

IEEE D. Karagöz and N. Koyuncu, “Ranked Set Sampling Designs for Monitoring The Skew-Normal Process”, JSSA, vol. 12, no. 1, pp. 1–14, 2019.