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Prediction and reconstruction of future and missing unobservable modified Weibull lifetime based on generalized order statistics

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Last updated: 31 Dec 2024

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Abstract

When a system consisting of independent components of the same type, some appro-
priate actions may be done as soon as a portion of them have failed. It is, therefore, important to
be able to predict later failure times from earlier ones. One of the well-known failure distributions
commonly used to model component life, is the modified Weibull distribution ( MWD ). In this paper,
two pivotal quantities are proposed to construct prediction intervals for future unobservable lifetimes
based on generalized order statistics (gos) from MWD . Moreover, a pivotal quantity is developed to
reconstruct missing observations at the beginning of experiment. Furthermore, Monte Carlo simula-
tion studies are conducted and numerical computations are carried out to investigate the efficiency of
presented results. Finally, two illustrative examples for real data sets are analyzed

DOI

10.1016/j.joems.2015.04.002

Keywords

modified Weibull distribution, generalized order statistics, Pivotal quantities, Predicative interval, Probability coverage, Monte Carlo simulation

Authors

First Name

Amany

Last Name

Aly

MiddleName

E.

Affiliation

Department of Mathematics, Faculty of Science, Taibah University, Madinah, Saudi Arabia , Permanent address: Department of Mathematics, Faculty of Science, Helwan University, Ain Helwan, Cairo, Egypt

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Volume

24

Article Issue

2

Related Issue

51062

Issue Date

2016-06-01

Receive Date

2024-10-20

Publish Date

2016-06-01

Page Start

309

Page End

318

Print ISSN

1110-256X

Online ISSN

2090-9128

Link

https://joems.journals.ekb.eg/article_387229.html

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https://joems.journals.ekb.eg/service?article_code=387229

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387,229

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Journal

Publication Title

Journal of the Egyptian Mathematical Society

Publication Link

https://joems.journals.ekb.eg/

MainTitle

Prediction and reconstruction of future and missing unobservable modified Weibull lifetime based on generalized order statistics

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Article

Created At

21 Dec 2024