دورية أكاديمية

Bayesian estimation and prediction under progressive-stress accelerated life test for a log-logistic model

التفاصيل البيبلوغرافية
العنوان: Bayesian estimation and prediction under progressive-stress accelerated life test for a log-logistic model
المؤلفون: Amulya Kumar Mahto, Yogesh Mani Tripathi, Sanku Dey, Basim S.O. Alsaedi, Marwan H. Alhelali, Fatimah M. Alghamdi, Amani Alrumayh, Etaf Alshawarbeh
المصدر: Alexandria Engineering Journal, Vol 101, Iss , Pp 330-342 (2024)
بيانات النشر: Elsevier, 2024.
سنة النشر: 2024
المجموعة: LCC:Engineering (General). Civil engineering (General)
مصطلحات موضوعية: Accelerated life testing, Bayes credible interval, Maximum likelihood estimate, Progressive censoring, Bayesian prediction, Engineering (General). Civil engineering (General), TA1-2040
الوصف: Accelerated life tests play a very critical role in reliability analysis because highly reliable products are being produced with recent advanced technologies to sustain the market demand and competition. A progressive-stress accelerated life test is one of the kinds of accelerated life tests that allows applied stress to change continuously. Considering the importance of progressive-stress accelerated life tests, this paper deals with progressive-stress accelerated life tests when the lifetimes of units follow the log-logistic distribution and are progressively type-II censored where the associated scale parameter conforms to the inverse power law. Different estimators of model parameters are derived using maximum likelihood and Bayesian methods. Interval estimation is also considered. In the sequel, approximate confidence, bootstrap, and Bayes credible intervals are constructed. Bayes estimators are obtained under squared error, LINEX, and entropy loss functions using proper and improper prior distributions. A simulation study is conducted based on various censoring schemes. The coverage percentages and interval widths are computed via Monte Carlo simulations. Bayes predictive estimates and intervals are also obtained. Finally, two different accelerated life test data are analyzed for illustration purposes.
نوع الوثيقة: article
وصف الملف: electronic resource
اللغة: English
تدمد: 1110-0168
Relation: http://www.sciencedirect.com/science/article/pii/S1110016824005131; https://doaj.org/toc/1110-0168
DOI: 10.1016/j.aej.2024.05.045
URL الوصول: https://doaj.org/article/59e9c004cd834075869edc5bb035c9ac
رقم الأكسشن: edsdoj.59e9c004cd834075869edc5bb035c9ac
قاعدة البيانات: Directory of Open Access Journals
الوصف
تدمد:11100168
DOI:10.1016/j.aej.2024.05.045