A New Modification of the Weibull Distribution: Model, Theory, and Analyzing Engineering Data Sets

被引:12
|
作者
Alshanbari, Huda M. [1 ]
Ahmad, Zubair [2 ]
El-Bagoury, Abd Al-Aziz Hosni [3 ]
Odhah, Omalsad Hamood [1 ]
Rao, Gadde Srinivasa [4 ]
机构
[1] Princess Nourah bint Abdulrahman Univ, Coll Sci, Dept Math Sci, POB 84428, Riyadh 11671, Saudi Arabia
[2] Quaid I Azam Univ, Dept Stat, Islamabad 44000, Pakistan
[3] Higher Inst Engn & Technol, Basic Sci Dept, El Mahala El Kobra 31511, Egypt
[4] Univ Dodoma, Dept Math & Stat, POB 259, Dodoma, Tanzania
来源
SYMMETRY-BASEL | 2024年 / 16卷 / 05期
关键词
Weibull model; family of distributions; goodness of fit measures; maximum likelihood estimation; simulation study; statistical modeling; alumina; FAMILY;
D O I
10.3390/sym16050611
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Symmetrical as well as asymmetrical statistical models play a prominent role in describing and predicting the real-world phenomena of nature. Among other fields, these models are very useful for modeling data in the sector of civil engineering. Due to the applicability of the statistical models in civil engineering and other related sectors, this paper offers a statistical methodology to improve the distributional flexibility of traditional models. The suggested method/approach is called the extended-X family of distributions. The proposed method has the ability to generate symmetrical and asymmetrical probability distributions. Based on the extended-X family approach, an updated version of the Weibull model, namely, the extended Weibull model, is studied. The proposed model is very flexible and has the ability to capture the symmetrical and asymmetrical shapes of its density function. For the extended-X method, the estimation of parameters, a simulation study, and some mathematical properties are derived. Finally, the practical illustration/usefulness of the suggested model is shown by analyzing two data sets taken from the field of engineering. Both data sets represent the fracture toughness of alumina (Al2O3).
引用
收藏
页数:20
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