Multicomponent stress-strength model;
Exponentiated pareto distribution;
Maximum likelihood estimation;
Bayesian estimation;
Monte Carlo simulation;
MODEL;
D O I:
10.1007/s00500-021-05902-2
中图分类号:
TP18 [人工智能理论];
学科分类号:
081104 ;
0812 ;
0835 ;
1405 ;
摘要:
This study deals with the classical and Bayesian estimation of reliability in a multicomponent stress-strength model by assuming that both stress and strength variables follow exponentiated Pareto distribution. First, the maximum likelihood method is used to estimate reliability. The asymptotic confidence interval is constructed. We also propose two bootstrap confidence intervals. Next, the Bayesian estimates of reliability are obtained using Lindley's approximation, Tierney-Kadane approximation and the Markov chain Monte Carlo (MCMC) method since there are no explicit forms. The MCMC method is used to construct the Bayesian credible interval. A Monte Carlo simulation study is performed to compare the performance of the corresponding methods. Finally, the hydrological data set is analyzed in the application part.
机构:
Indian Sch Mines, Indian Inst Technol, Dept Math & Comp, Dhanbad, Bihar, IndiaIndian Sch Mines, Indian Inst Technol, Dept Math & Comp, Dhanbad, Bihar, India
Jana, Nabakumar
Bera, Samadrita
论文数: 0引用数: 0
h-index: 0
机构:
Indian Sch Mines, Indian Inst Technol, Dept Math & Comp, Dhanbad, Bihar, IndiaIndian Sch Mines, Indian Inst Technol, Dept Math & Comp, Dhanbad, Bihar, India
机构:
Yunnan Normal Univ, Sch Math, Kunming, Peoples R China
Yunnan Normal Univ, Sch Math, 768 Juxian Rd, Kunming 650500, Peoples R ChinaYunnan Normal Univ, Sch Math, Kunming, Peoples R China
Wang, Liang
Wu, Shuo-Jye
论文数: 0引用数: 0
h-index: 0
机构:
Tamkang Univ, Dept Stat, Taipei, TaiwanYunnan Normal Univ, Sch Math, Kunming, Peoples R China
Wu, Shuo-Jye
Dey, Sanku
论文数: 0引用数: 0
h-index: 0
机构:
St Anthonys Coll, Dept Stat, Shillong, IndiaYunnan Normal Univ, Sch Math, Kunming, Peoples R China
Dey, Sanku
Tripathi, Yogesh Mani
论文数: 0引用数: 0
h-index: 0
机构:
Indian Inst Technol Patna, Dept Math, Patna, Bihar, IndiaYunnan Normal Univ, Sch Math, Kunming, Peoples R China
Tripathi, Yogesh Mani
Mao, Song
论文数: 0引用数: 0
h-index: 0
机构:
Shanxi Univ, Sch Econ & Management, Taiyuan, Peoples R ChinaYunnan Normal Univ, Sch Math, Kunming, Peoples R China