Censoring;
Competing risks;
Complete-data likelihood;
Conditional expected values;
Control chart;
EM algorithm;
Masked data;
Missing;
Weibull distribution;
D O I:
10.1080/03610918.2018.1433845
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:
In this paper, we propose a control chart to monitor the Weibull shape parameter where the observations are censored due to competing risks. We assume that the failure occurs due to two competing risks that are independent and follow Weibull distribution with different shape and scale parameters. The control charts are proposed to monitor one or both of the shape parameters of competing risk distributions and established based on the conditional expected values. The proposed control chart for both shape parameters is used in certain situations and allows to monitor both shape parameters in only one chart. The control limits depend on the sample size, number of failures due to each risk and the desired stable average run length (ARL). We also consider the estimation problem of the target parameters when the Phase I sample is incomplete. We assumed that some of the products that fail during the life testing have a cause of failure that is only known to belong to a certain subset of all possible failures. This case is known as masking. In the presence of masking, the expectation-maximization (EM) algorithm is proposed to estimate the parameters. For both cases, with and without masking, the behaviour of ARLs of charts is studied through the numerical methods. The influence of masking on the performance of proposed charts is also studied through a simulation study. An example illustrates the applicability of the proposed charts.
机构:
McMaster Univ, Dept Math & Stat, Hamilton, ON L8S 4K1, CanadaMcMaster Univ, Dept Math & Stat, Hamilton, ON L8S 4K1, Canada
Balakrishnan, Narayanaswamy
So, Hon Yiu
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h-index: 0
机构:
McMaster Univ, Dept Math & Stat, Hamilton, ON L8S 4K1, CanadaMcMaster Univ, Dept Math & Stat, Hamilton, ON L8S 4K1, Canada
So, Hon Yiu
Ling, Man Ho
论文数: 0引用数: 0
h-index: 0
机构:
Hong Kong Inst Educ, Dept Math & Informat Technol, Hong Kong, Hong Kong, Peoples R ChinaMcMaster Univ, Dept Math & Stat, Hamilton, ON L8S 4K1, Canada
机构:
Department of Statistics and Computer Science, University of Veterinary and Animal Sciences, LahoreDepartment of Statistics and Computer Science, University of Veterinary and Animal Sciences, Lahore
Azam M.
论文数: 引用数:
h-index:
机构:
Ahmad L.
Aslam M.
论文数: 0引用数: 0
h-index: 0
机构:
Department of Statistics, Faculty of Science, King Abdulaziz University, JeddahDepartment of Statistics and Computer Science, University of Veterinary and Animal Sciences, Lahore
Aslam M.
Jun C.-H.
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h-index: 0
机构:
Department of Industrial and Management Engineering, POSTECH, PohangDepartment of Statistics and Computer Science, University of Veterinary and Animal Sciences, Lahore