Estimation of stress-strength reliability for multicomponent system with a generalized inverted exponential distribution

被引:1
|
作者
Wang, Liang [1 ,6 ]
Wu, Shuo-Jye [2 ]
Dey, Sanku [3 ]
Tripathi, Yogesh Mani [4 ]
Mao, Song [5 ]
机构
[1] Yunnan Normal Univ, Sch Math, Kunming, Peoples R China
[2] Tamkang Univ, Dept Stat, Taipei, Taiwan
[3] St Anthonys Coll, Dept Stat, Shillong, India
[4] Indian Inst Technol Patna, Dept Math, Patna, Bihar, India
[5] Shanxi Univ, Sch Econ & Management, Taiyuan, Peoples R China
[6] Yunnan Normal Univ, Sch Math, 768 Juxian Rd, Kunming 650500, Peoples R China
基金
中国国家自然科学基金;
关键词
Bootstrap confidence interval; generalized inverted exponential distribution; generalized pivotal quantity; likelihood ratio test; maximum likelihood estimation; multicomponent stress-strength model; PARAMETERS; MODEL; LIFE;
D O I
10.1080/15326349.2022.2162545
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
Reliability analysis for a multicomponent stress-strength (MSS) model is discussed in this paper. When strength and stress variables follow generalized inverted exponential distributions (GIEDs) with common scale parameters, maximum likelihood estimate of MSS reliability is established along with associated existence and uniqueness, and approximate confidence interval is also obtained in consequence. Additionally, alternative generalized estimates are proposed for MSS reliability based on constructed pivotal quantities, and associated Monte-Carlo sampling is provided for computation. Further, classical and generalized estimates are also established under unequal strength and stress parameter case. For comparison, bootstrap confidence intervals are also provided under different cases. To compare the equivalence of the strength and stress parameters, likelihood ratio testing is presented as a complement. Finally, extensive simulation studies are carried out to assess the performance of the proposed methods, and a real data example is presented for application. The numerical results indicate that the proposed generalized methods perform better than conventional likelihood results.
引用
收藏
页码:715 / 740
页数:26
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