mixture of distributions;
mixed system;
progressive-stress model;
progressive censoring;
maximum likelihood and Bayes estimations;
simulation;
MODEL;
MIXTURE;
D O I:
10.3934/math.2022028
中图分类号:
O29 [应用数学];
学科分类号:
070104 ;
摘要:
It is of great importance for physicists and engineers to assess a lifetime distribution of a series-parallel system when its components' lifetimes are subject to a finite mixture of distributions. The present article addresses this problem by introducing a new distribution called "Poisson-geometric-Lomax distribution". Important properties of the proposed distribution are discussed. When the stress is an increasing nonlinear function of time, the progressive-stress model is considered and the inverse power-law model has suggested a relationship between the stress and the scale parameter of the proposed distribution. Based on the progressive type-II censoring with binomial removals, estimation of the included parameters is discussed using maximum likelihood and Bayes methods. An example, based on two real data sets, demonstrates the superiority of the proposed distribution over some other known distributions. To compare the performance of the implemented estimation methods, a simulation study is carried out. Finally, some concluding remarks followed by certain features and motivations to the proposed distribution are presented.
机构:
King Saud Univ, Coll Sci, Dept Stat & Operat Res, Riyadh 11451, Saudi ArabiaKing Saud Univ, Coll Sci, Dept Stat & Operat Res, Riyadh 11451, Saudi Arabia
机构:
St Anthonys Coll, Dept Stat, Shillong, Meghalaya, IndiaSt Anthonys Coll, Dept Stat, Shillong, Meghalaya, India
Dey, Sanku
Wang, Liang
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机构:
Yunnan Normal Univ, Sch Math, Kunming, Yunnan, Peoples R China
Xi An Jiao Tong Univ, Sch Math & Stat, Xian, Peoples R ChinaSt Anthonys Coll, Dept Stat, Shillong, Meghalaya, India
Wang, Liang
Nassar, Mazen
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机构:
King Abdulaziz Univ, Fac Sci, Dept Stat, Jeddah, Saudi Arabia
Zagazig Univ, Fac Commerce, Dept Stat, Zagazig, EgyptSt Anthonys Coll, Dept Stat, Shillong, Meghalaya, India
机构:
Imam Mohammad Ibn Saud Islamic Univ IMSIU, Coll Sci, Dept Math & Stat, Riyadh 11432, Saudi Arabia
Beni Suef Univ, Fac Sci, Math & Comp Sci Dept, Bani Suwayf 62521, EgyptImam Mohammad Ibn Saud Islamic Univ IMSIU, Coll Sci, Dept Math & Stat, Riyadh 11432, Saudi Arabia
Hashem, Atef F.
Alyami, Salem A.
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机构:
Imam Mohammad Ibn Saud Islamic Univ IMSIU, Coll Sci, Dept Math & Stat, Riyadh 11432, Saudi ArabiaImam Mohammad Ibn Saud Islamic Univ IMSIU, Coll Sci, Dept Math & Stat, Riyadh 11432, Saudi Arabia
Alyami, Salem A.
Abdel-Hamid, Alaa H.
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机构:
Beni Suef Univ, Fac Sci, Math & Comp Sci Dept, Bani Suwayf 62521, EgyptImam Mohammad Ibn Saud Islamic Univ IMSIU, Coll Sci, Dept Math & Stat, Riyadh 11432, Saudi Arabia