On estimation and monitoring of population mean using systematic sampling under an exponentially weighted moving average scheme

被引:0
|
作者
Karim, Amber [1 ]
Khan, Hina [1 ]
Mahmood, Yasar [1 ]
Riaz, Muhammad [2 ]
Ahmad, Shabbir [3 ]
机构
[1] Govt Coll Univ, Dept Stat, Lahore, Pakistan
[2] King Fahd Univ Petr & Minerals, Dept Math & Stat, Dhahran 31261, Saudi Arabia
[3] COMSATS Univ, Dept Math, Islamabad, Pakistan
关键词
Systematic sampling; Auxiliary attribute; Mean squareerror; Exponentially weighted moving average control chart; Average run len.gth; CONTROL CHART; AUXILIARY;
D O I
10.18187/pjsor.v20i3.4429
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
The present study proposes a generalized ratio estimaor t imaor for estimating the population mean under the systematic sampling technique by considering auxiliary information and auxiliary attribute. Its bias and Mean Square Error (MSE) expressions have been derived. Mathematical comparisons are made by comparing the proposed estimaor t imaor with the usual mean estimator, Swain (1964) estimator, Bhal and Tuteja (1991) estimator, and Singh andSingh (1998) estimator, and it is shown that the proposedestimator is more efficient than the previous estimators. A numerical comparison is also performed to demonstrate the superiority of the proposed estimator ovehre t traditional estimators. The technique of ratio estimators based on systematic sampling is used to design an Exponentially Weighted Moving Average (EWMA) control chart. The Control chart is a significant industrial tool for monitoring the process mean. To evaluate performance efficiency Average run lengths (ARL) are obtained in this study. The proposed charts are compared basedon out-of-control ARLs. A chart based on the proposed estimator is superior as it detects the shiftsearlir than e arlir than charts based on existing estimators. Empirical work is done to support the study. The suggested efficiency is further addressed utilizing real-life examples and simulations using R-Studio.
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页码:517 / 532
页数:16
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