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:
Yunnan Normal Univ, Sch Math, Kunming 650500, Yunnan, Peoples R China
Xi An Jiao Tong Univ, Sch Math & Stat, Xian 710049, Shaanxi, Peoples R ChinaYunnan Normal Univ, Sch Math, Kunming 650500, Yunnan, Peoples R China
Wang, Liang
Tripathi, Yogesh Mani
论文数: 0引用数: 0
h-index: 0
机构:
Indian Inst Technol Patna, Dept Math, Bihta 801106, IndiaYunnan Normal Univ, Sch Math, Kunming 650500, Yunnan, Peoples R China
Tripathi, Yogesh Mani
Lodhi, Chandrakant
论文数: 0引用数: 0
h-index: 0
机构:
Indian Inst Technol Patna, Dept Math, Bihta 801106, IndiaYunnan Normal Univ, Sch Math, Kunming 650500, Yunnan, Peoples R China
机构:
Univ Texas San Antonio, Dept Management Sci & Stat, San Antonio, TX 78249 USAPusan Natl Univ, Dept Ind Engn, Appl Stat Lab, Busan 46241, South Korea
机构:
Yunnan Normal Univ, Sch Math, Kunming 650500, Yunnan, Peoples R China
Xi An Jiao Tong Univ, Sch Math & Stat, Xian 710049, Shaanxi, Peoples R ChinaYunnan Normal Univ, Sch Math, Kunming 650500, Yunnan, Peoples R China
Wang, Liang
Tripathi, Yogesh Mani
论文数: 0引用数: 0
h-index: 0
机构:
Indian Inst Technol Patna, Dept Math, Bihta 801106, IndiaYunnan Normal Univ, Sch Math, Kunming 650500, Yunnan, Peoples R China
Tripathi, Yogesh Mani
Lodhi, Chandrakant
论文数: 0引用数: 0
h-index: 0
机构:
Indian Inst Technol Patna, Dept Math, Bihta 801106, IndiaYunnan Normal Univ, Sch Math, Kunming 650500, Yunnan, Peoples R China
机构:
Univ Texas San Antonio, Dept Management Sci & Stat, San Antonio, TX 78249 USAPusan Natl Univ, Dept Ind Engn, Appl Stat Lab, Busan 46241, South Korea