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A New Flexible Bathtub-Shaped Modification of the Weibull Model: Properties and Applications

Qinghu Liao, Zubair Ahmad, Eisa Mahmoudi, G. G. Hamedani

2020Mathematical Problems in Engineering26 citationsDOIOpen Access PDF

Abstract

Many studies have suggested the modifications and generalizations of the Weibull distribution to model the nonmonotone hazards. In this paper, we combine the logarithms of two cumulative hazard rate functions and propose a new modified form of the Weibull distribution. The newly proposed distribution may be called a new flexible extended Weibull distribution. Corresponding hazard rate function of the proposed distribution shows flexible (monotone and nonmonotone) shapes. Three different characterizations along with some mathematical properties are provided. We also consider the maximum likelihood estimation procedure to estimate the model parameters. For the illustrative purposes, two real applications from reliability engineering with bathtub-shaped hazard functions are analyzed. The practical applications show that the proposed model provides better fits than the other nonnested models.

Topics & Concepts

Weibull distributionBathtubLogarithmMonotone polygonWeibull fadingWeibull modulusExponentiated Weibull distributionHazardReliability (semiconductor)Applied mathematicsDistribution (mathematics)Function (biology)Cumulative distribution functionMathematicsFailure rateMathematical optimizationComputer scienceStatisticsProbability density functionPower (physics)Mathematical analysisMaterials sciencePhysicsBiologyRayleigh fadingFadingDecoding methodsComposite materialChemistryQuantum mechanicsEvolutionary biologyGeometryOrganic chemistryStatistical Distribution Estimation and ApplicationsProbabilistic and Robust Engineering DesignReliability and Maintenance Optimization