Construction Robust -Chart and Compare it with Hotelling’s T2-Chart

المؤلفون

  • Bekhal Samad Sedeeq Department of Statistics and Informatics, College of Administration and Economics, Salahaddin-Erbil
  • Zainab Abdulla Muhammad Department of Statistics and Informatics, College of Administration and Economics, Salahaddin University-Erbil
  • Israa Muayad Ali Department of Statistics and Informatics, College of Administration and Economics, Salahaddin University-Erbil
  • Taha Hussein Ali Department of Statistics and Informatics, College of Administration and Economics, Salahaddin University-Erbil

DOI:

https://doi.org/10.21271/zjhs.28.1.11

الكلمات المفتاحية:

Multivariate Quality Control Charts, Robust, Outliers, T2-Chart.

الملخص

This paper proposes a new multivariate   chart corresponding to a T2- chart robust to outliers using three methods, namely the Rousseuw and Leroy algorithm, Maronna and Zamar, and the family of "concentration algorithms" by Olive and Hawkins. Then the comparison between the proposed and classical method of the researcher Shewhart depending on the total variance (trace variance matrix) and the general variance (determinant of the variance matrix) to obtain the most efficient paintings against outliers through simulation and real data and using a program in MATLAB language designed for this purpose. The study concluded that the proposed charts dealt with the problem of the influence of outliers and were more efficient than the classical method.

المراجع

- Ali, Taha Hussein & Awaz Shahab M. (2017) "Uses of Waveshrink in Detection and Treatment of Outlier Values in Linear Regression Analysis and Comparison with Some Robust Methods", Journal of Humanity Sciences 21.5:38-61.

- Ali, Taha Hussein and Jwana Rostam Qadir. (2022 ("Using Wavelet Shrinkage in the Cox Proportional Hazards Regression model (simulation study)", Iraqi Journal of Statistical Sciences, 19, 1.17-29.

- Ali, Taha Hussein, and Dlshad Mahmood Saleh. (2021) "Comparison Between Wavelet Bayesian and Bayesian Estimators to Remedy Contamination in Linear Regression Model" PalArch's Journal of Archaeology of Egypt/Egyptology 18.10: 3388-3409.

- Ali, Taha Hussein, and Saleh, Dlshad Mahmood, (2022) "Proposed Hybrid Method for Wavelet Shrinkage with Robust Multiple Linear Regression Model: With Simulation Study" QALAAI ZANIST JOURNAL 7.1: 920-937.

- Ali, Taha Hussein, Heyam Abd Al-Majeed Hayawi, and Delshad Shaker Ismael Botani. (2023) "Estimation of the bandwidth parameter in Nadaraya-Watson kernel non-parametric regression based on universal threshold level." Communications in Statistics-Simulation and Computation 52.4: 1476-1489.

- Ali, Taha Hussein, Nazeera Sedeek Kareem, and Mohammad, Awaz Shahab (2019) "Construction robust simple linear regression profile Monitoring" Journal of Kirkuk University for Administrative and Economic Sciences, 9.1.: 242-257.

- Ali, Taha Hussein, Rahim, Alan Ghafur, and Saleh, dlshad Mahmood. (2018) "Construction of Bivariate F-Control Chart with Application" EURASIAN JOURNAL OF SCIENCE AND ENGINEERING (EAJSE), 4.2: 116-133.

- Ali, Taha Hussein, Saman Hussein Mahmood, and Awat Sirdar Wahdi. (2022) "Using Proposed Hybrid method for neural networks and wavelet to estimate time series model." Tikrit Journal of Administration and Economics Sciences 18.57 part 3.

- Ali, Taha Hussein. (2022) "Modification of the adaptive Nadaraya-Watson kernel method for nonparametric regression (simulation study)." Communications in Statistics-Simulation and Computation 51.2: 391-403.

- Ali, Taha Hussein; Esraa Awni Haydier. (2016) "Using Wavelet in constructing some of Average Charts for Quality control with application on Cubic Concrete in Erbil", Polytechnic Journal, 6.2: 171-209.

- Ali, Taha Hussein; Saleh, Dlshad Mahmood; Rahim, Alan Ghafur. (2017) "Comparison between the median and average charts using applied data representing pressing power of ceramic tiles and power of pipe concrete", Journal of Humanity Sciences 21.3: 141-149.

- Ali, Taha Hussien, (2017), "Using Proposed Nonparametric Regression Models for Clustered Data (A simulation study)." Journal of Humanity Sciences, 29.2: 78-87.

- Bersimis, S.; Psarakis, S.; Panaretos, J., (2007) "Multivariate Statistical Process Control Charts": An Overview. Quality and Reliability Engineering International, v. 23, n. 5, p. 17-543.

- Bill McNeese (2019) "Multivariate Control Charts: The Hotelling T2 Control Chart" BPI Consulting, LLC www.spcforexcel.com.

- Chakrabortl, S.; Van Der Laan, P.; Bakir, S. T. (2001) "Nonparametric control charts: An overview and some results ". Journal of Quality Technology, v. 33, n. 3, p. 304-315.

- Charu C. Aggarwal (2017) "Outlier Analysis. second Edition", New York, Springer International Publishing.

- Deming, W. E. (2000). Out of the crisis. Cambridge, MA: MIT Press.

- Farcomeni A., Greco L. (2021) "Robust Methods for Data Reduction" first edition Published March 31, by Chapman & Hall.

منشور

2024-02-15

كيفية الاقتباس

Samad Sedeeq, B. ., Muhammad, Z. A. ., Ali, I. M. ., & Ali, T. H. . (2024). Construction Robust -Chart and Compare it with Hotelling’s T2-Chart. Zanco Journal of Human Sciences, 28(1), 140–157. https://doi.org/10.21271/zjhs.28.1.11

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القسم

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