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Published in: Soft Computing 5/2024

06-02-2024 | Mathematical methods in data science

Inference for multicomponent stress–strength reliability based on unit generalized Rayleigh distribution

Authors: Mayank Kumar Jha, Kundan Singh, Sanku Dey, Liang Wang, Yogesh Mani Tripathi

Published in: Soft Computing | Issue 5/2024

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Abstract

This paper considers the problem of making inference for a multicomponent stress–strength (MSS) model under Type-II censoring. It is assumed that stress–strength components of the multicomponent system follow unit generalized Rayleigh (UGR) distributions. Inferences are derived when the strength and stress have a common unknown UGR parameters. We derive maximum likelihood estimator of MSS reliability based on observed censored data. In sequel, interval estimator is evaluated using delta method and asymptotic normality property. Pivotal quantities based inference upon MSS reliability are derived as well. In addition, we further consider the case when all the parameters of stress–strength model are unknown and obtain various inferences for the reliability. Equivalence of model parameters is considered based on likelihood ratio test. Assessment of different methods is evaluated from Monte Carlo simulations and remarks are presented for further discussion. Three numerical examples including a petroleum reservoirs data are analyzed for illustration purposes.

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Appendix
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Metadata
Title
Inference for multicomponent stress–strength reliability based on unit generalized Rayleigh distribution
Authors
Mayank Kumar Jha
Kundan Singh
Sanku Dey
Liang Wang
Yogesh Mani Tripathi
Publication date
06-02-2024
Publisher
Springer Berlin Heidelberg
Published in
Soft Computing / Issue 5/2024
Print ISSN: 1432-7643
Electronic ISSN: 1433-7479
DOI
https://doi.org/10.1007/s00500-023-09596-6

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