Monitoring the alternating renewal processes with Weibull window-censored data

被引:4
作者
Zhao, Wei [1 ]
Wu, Chunjie [2 ]
机构
[1] Tsinghua Univ, Dept Ind Engn, Beijing, Peoples R China
[2] Shanghai Univ Finance & Econ, Sch Stat & Management, 777 Guoding Rd, Shanghai, Peoples R China
来源
QUALITY TECHNOLOGY AND QUANTITATIVE MANAGEMENT | 2023年 / 20卷 / 04期
基金
中国国家自然科学基金;
关键词
Alternating renewal process; online monitoring; residual life; window-censored data; CONTROL CHARTS; SHAPE PARAMETER; NONPARAMETRIC-ESTIMATION;
D O I
10.1080/16843703.2022.2124789
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Many applications, especially in the industrial or medical fields, frequently encounter window-censored alternating renewal process (ARP). Process monitoring for window-censored ARP observations has received increasing attention recently. However, some conventional methods are inadequate as they are mainly designed considering only one censoring mechanism. In this paper, we utilize a 'residual life' distribution, and propose a novel online monitoring strategy that combines the likelihood with all kinds of censoring information, along with a modified conditional expected value exponentially weighted moving average control chart. The construction and implementation of these control schemes are studied by simulations which give desirable in-control and out-of-control performances and are robust under various scenarios. Finally, this paper shows by example based on driver's glance data that the proposed methods have a good monitoring effect in practical scenarios.
引用
收藏
页码:468 / 484
页数:17
相关论文
共 30 条
[1]   Bayesian analysis of the lifetime performance index on the basis of progressively censored Weibull observations [J].
Ahmadi, Mohammad Vali ;
Doostparast, Mahdi .
QUALITY TECHNOLOGY AND QUANTITATIVE MANAGEMENT, 2022, 19 (02) :187-214
[2]  
Alamer EMS., 2017, THESIS
[3]   Maximum likelihood estimation in alternating renewal processes under window censoring [J].
Alvarez, EE .
STOCHASTIC MODELS, 2006, 22 (01) :55-76
[4]   Smoothed nonparametric estimation in window censored semi-Markov processes [J].
Alvarez, EE .
JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 2005, 131 (02) :209-229
[5]   Fluctuation in self-perceived stress and increased risk of flare in patients with lupus nephritis carrying the serotonin receptor 1A-1019 G allele [J].
Birmingham, Daniel J. ;
Nagaraja, H. N. ;
Rovin, Brad H. ;
Spetie, Lacramioara ;
Zhao, Yanxing ;
Li, Xiaobai ;
Hackshaw, Kevin V. ;
Yu, C. Yung ;
Malarkey, William B. ;
Hebert, Lee A. .
ARTHRITIS AND RHEUMATISM, 2006, 54 (10) :3291-3299
[6]   Failure rate monitoring in generalized gamma-distributed process [J].
Chakraborty, Niladri ;
Mahmood, Tahir .
QUALITY TECHNOLOGY AND QUANTITATIVE MANAGEMENT, 2021, 18 (06) :718-739
[7]   Monitoring the Weibull Shape Parameter with Type II Censored Data [J].
Chan, Yin ;
Han, Bing ;
Pascual, Francis .
QUALITY AND RELIABILITY ENGINEERING INTERNATIONAL, 2015, 31 (05) :741-760
[8]   Measurement of traffic conflicts [J].
Chin, HC ;
Quek, ST .
SAFETY SCIENCE, 1997, 26 (03) :169-185
[9]   CUSUM Charts for Monitoring the Characteristic Life of Censored Weibull Lifetimes [J].
Dickinson, Rebecca M. ;
Roberts, Denisa A. Olteanu ;
Driscoll, Anne R. ;
Woodall, William H. ;
Vining, G. Geoffrey .
JOURNAL OF QUALITY TECHNOLOGY, 2014, 46 (04) :340-358
[10]   The performance of semi-empirical Bayesian control charts for monitoring Weibull data [J].
Erto, Pasquale ;
Pallotta, Giuliana ;
Palumbo, Biagio ;
Mastrangelo, Christina M. .
QUALITY TECHNOLOGY AND QUANTITATIVE MANAGEMENT, 2018, 15 (01) :69-86