On Wiener Process Degradation Model for Product Reliability Assessment: A Simulation Study

被引:1
|
作者
Hove, Herbert [1 ]
Mlambo, Farai [1 ]
机构
[1] Univ Witwatersrand, Sch Stat & Actuarial Sci, Gauteng, South Africa
关键词
III-V semiconductors - Intelligent systems - Monte Carlo methods - Random processes - Reliability analysis;
D O I
10.1155/2022/7079532
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This paper examines the application of the Wiener process as a degradation model. Its appropriateness as a degradation model is discussed and demonstrated with the aid of Monte Carlo simulations. In particular and for monotonically degrading systems, this paper demonstrates that the irreversible accumulation of damage can be modelled by the Wiener maximum process. First passage times of the Wiener and its maximum process are also revealed to coincide. Practical advantages of assessing system reliability from degradation data are highlighted by applying the Wiener process model to a real gallium arsenide (GaAs) laser data for telecommunication systems. The real data application results demonstrate that degradation analysis allows for conclusions about system reliability to be reached earlier without compromising estimation accuracy-a major practical advantage.
引用
收藏
页数:14
相关论文
共 50 条
  • [21] A degradation modeling and reliability estimation method based on Wiener process and evidential variable
    Liu, Di
    Wang, Shaoping
    [J]. RELIABILITY ENGINEERING & SYSTEM SAFETY, 2020, 202
  • [22] Accurate reliability inference based on Wiener process with random effects for degradation data
    Wang, Xiaofei
    Wang, Bing Xing
    Jiang, Pei Hua
    Hong, Yili
    [J]. RELIABILITY ENGINEERING & SYSTEM SAFETY, 2020, 193
  • [23] Two Reliability Acceptance Sampling Plans for Items Subject to Wiener Process of Degradation
    Ji Hwan Cha
    Sophie Mercier
    [J]. Methodology and Computing in Applied Probability, 2022, 24 : 1651 - 1668
  • [24] Two-phase nonlinear Wiener process for degradation modeling and reliability analysis
    Zhang, Ao
    Wang, Zhihua
    Zhao, Zhenping
    Qin, Xuguo
    Wu, Qiong
    Liu, Chengrui
    [J]. Xi Tong Gong Cheng Yu Dian Zi Ji Shu/Systems Engineering and Electronics, 2020, 42 (04): : 954 - 959
  • [25] Reliability analysis for accelerated degradation data based on the Wiener process with random effects
    Wang, Xiaofei
    Wang, Bing Xing
    Wu, Wenhui
    Hong, Yili
    [J]. QUALITY AND RELIABILITY ENGINEERING INTERNATIONAL, 2020, 36 (06) : 1969 - 1981
  • [26] Two Reliability Acceptance Sampling Plans for Items Subject to Wiener Process of Degradation
    Cha, Ji Hwan
    Mercier, Sophie
    [J]. METHODOLOGY AND COMPUTING IN APPLIED PROBABILITY, 2022, 24 (03) : 1651 - 1668
  • [27] Optimal design of reliability experiment based on the Wiener degradation model with covariates
    Chimitova, Ekaterina, V
    Osintseva, Evgeniia A.
    [J]. VESTNIK TOMSKOGO GOSUDARSTVENNOGO UNIVERSITETA-UPRAVLENIE VYCHISLITELNAJA TEHNIKA I INFORMATIKA-TOMSK STATE UNIVERSITY JOURNAL OF CONTROL AND COMPUTER SCIENCE, 2022, (59): : 23 - 33
  • [28] A reliability estimation approach via Wiener degradation model with measurement errors
    Pan, Donghui
    Wei, Yantao
    Fang, Houzhang
    Yang, Wenzhi
    [J]. APPLIED MATHEMATICS AND COMPUTATION, 2018, 320 : 131 - 141
  • [29] Reliability analysis for a system experiencing dependent degradation processes and random shocks based on a nonlinear Wiener process model
    Sun, Fuqiang
    Li, Hao
    Cheng, Yuanyuan
    Liao, Haitao
    [J]. RELIABILITY ENGINEERING & SYSTEM SAFETY, 2021, 215
  • [30] Objective Bayesian analysis of degradation model with respect to a Wiener process
    Lei He
    Daojiang He
    Mingxiang Cao
    [J]. Journal of Systems Science and Complexity, 2016, 29 : 1737 - 1751