Statistical inference on progressive-stress accelerated life testing for the Perk distribution under adaptive type-II hybrid censoring scheme

Abstract This paper introduces a statistical analysis of the progressive-stress accelerated life test (PSALT) for the Perk distribution under adaptive progressive type-II hybrid censoring (AP-II-HC). The cumulative exposure model is used as a progressive-stress model. Many estimation methods are use...

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Main Authors: Eslam Hussam, Ehab M. ALMetwally
Format: Article
Language:English
Published: Springer 2025-02-01
Series:Journal of Statistical Theory and Applications (JSTA)
Subjects:
Online Access:https://doi.org/10.1007/s44199-025-00103-4
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author Eslam Hussam
Ehab M. ALMetwally
author_facet Eslam Hussam
Ehab M. ALMetwally
author_sort Eslam Hussam
collection DOAJ
description Abstract This paper introduces a statistical analysis of the progressive-stress accelerated life test (PSALT) for the Perk distribution under adaptive progressive type-II hybrid censoring (AP-II-HC). The cumulative exposure model is used as a progressive-stress model. Many estimation methods are used to estimate the distribution’s parameters, including classical and Bayesian methods. We use the Metropolis Hasting algorithm (Metropolis et al. in J Chem Phys 21:1087–1092, 1953) to generate samples because the posterior is not from a well-known distribution. The unknown parameters’ asymptotic and bootstrap confidence intervals (CIs) are estimated. Furthermore, the reliability function of the distribution is estimated. A real data set is analyzed to clarify the methods proposed in this paper. A practical application is applied as a lifetime example to clarify the importance of the work. Finally, some interesting conclusions are drawn.
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publishDate 2025-02-01
publisher Springer
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series Journal of Statistical Theory and Applications (JSTA)
spelling doaj-art-6d0fae2166ad4bd4a5690a70df6ae1e12025-08-20T03:53:14ZengSpringerJournal of Statistical Theory and Applications (JSTA)2214-17662025-02-0124111313810.1007/s44199-025-00103-4Statistical inference on progressive-stress accelerated life testing for the Perk distribution under adaptive type-II hybrid censoring schemeEslam Hussam0Ehab M. ALMetwally1Department of Mathematics, Faculty of Science, Helwan UniversityFaculty of Business Administration, Delta University for Science and TechnologyAbstract This paper introduces a statistical analysis of the progressive-stress accelerated life test (PSALT) for the Perk distribution under adaptive progressive type-II hybrid censoring (AP-II-HC). The cumulative exposure model is used as a progressive-stress model. Many estimation methods are used to estimate the distribution’s parameters, including classical and Bayesian methods. We use the Metropolis Hasting algorithm (Metropolis et al. in J Chem Phys 21:1087–1092, 1953) to generate samples because the posterior is not from a well-known distribution. The unknown parameters’ asymptotic and bootstrap confidence intervals (CIs) are estimated. Furthermore, the reliability function of the distribution is estimated. A real data set is analyzed to clarify the methods proposed in this paper. A practical application is applied as a lifetime example to clarify the importance of the work. Finally, some interesting conclusions are drawn.https://doi.org/10.1007/s44199-025-00103-4progressive-stressProgressive hybrid censoringMaximum likelihood estimationBayes estimationSimulation study
spellingShingle Eslam Hussam
Ehab M. ALMetwally
Statistical inference on progressive-stress accelerated life testing for the Perk distribution under adaptive type-II hybrid censoring scheme
Journal of Statistical Theory and Applications (JSTA)
progressive-stress
Progressive hybrid censoring
Maximum likelihood estimation
Bayes estimation
Simulation study
title Statistical inference on progressive-stress accelerated life testing for the Perk distribution under adaptive type-II hybrid censoring scheme
title_full Statistical inference on progressive-stress accelerated life testing for the Perk distribution under adaptive type-II hybrid censoring scheme
title_fullStr Statistical inference on progressive-stress accelerated life testing for the Perk distribution under adaptive type-II hybrid censoring scheme
title_full_unstemmed Statistical inference on progressive-stress accelerated life testing for the Perk distribution under adaptive type-II hybrid censoring scheme
title_short Statistical inference on progressive-stress accelerated life testing for the Perk distribution under adaptive type-II hybrid censoring scheme
title_sort statistical inference on progressive stress accelerated life testing for the perk distribution under adaptive type ii hybrid censoring scheme
topic progressive-stress
Progressive hybrid censoring
Maximum likelihood estimation
Bayes estimation
Simulation study
url https://doi.org/10.1007/s44199-025-00103-4
work_keys_str_mv AT eslamhussam statisticalinferenceonprogressivestressacceleratedlifetestingfortheperkdistributionunderadaptivetypeiihybridcensoringscheme
AT ehabmalmetwally statisticalinferenceonprogressivestressacceleratedlifetestingfortheperkdistributionunderadaptivetypeiihybridcensoringscheme