Compound Optimal Design for Generalized Exponential Distribution under Progressively Censored Data

被引:0
|
作者
Dhameliya, Vaibhav N. [1 ]
Maurya, Raj Kamal [1 ]
Bhattacharya, Ritwik [2 ]
机构
[1] Sardar Vallabhbhai Natl Inst Technol, Dept Math, Surat 395007, Gujarat, India
[2] Univ Texas El Paso, Dept Math Sci, El Paso, TX USA
关键词
Generalized exponential distribution; Progressive censoring scheme; Compound optimal design; Cost function; Exhaustive search; Variable neighbourhood search; Multi-objective optimization; LIFE TESTING PLANS;
D O I
10.1007/s42519-024-00397-0
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
In this paper, we will discuss a compound optimal design for Generalized Exponential distribution under progressive censoring. In order to achieve the best results for a life-testing experiment with more than one objective, compound optimal designs are often employed to achieve the best outcomes for the investigation. For compound design, three examples are described by considering cost function with a trace, with variance and with determinant of inverse Fisher information. The best design is calculated through a graphical solution technique that is easy to understand and precise. We compare an exhaustive search method with a meta-heuristic approach to discover an optimal scheme for progressively censored data. One example demonstrates the advantage of using compound optimal designs against constraint optimal designs. Finally, real-world data collection is investigated in a life-testing experiment to demonstrate the usefulness of the compound optimal design.
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页数:22
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