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Parameter estimation of the flexible Weibull distribution for type I censored samples
Authors:Arwa Nasr  Soufiane Gasmi  Fayçal Ben Hmida
Affiliation:1. Department of Electrical engineering, University of Tunis, The National Higher Engineering School of Tunis, Tunisia;2. Department of Mathematics, University of Tunis, The National Higher Engineering School of Tunis, Tunisia
Abstract:Often in practice one is interested in the situation where the lifetime data are censored. Censorship is a common phenomenon frequently encountered when analyzing lifetime data due to time constraints. In this paper, the flexible Weibull distribution proposed in Bebbington et al. [A flexible Weibull extension, Reliab. Eng. Syst. Safety 92 (2007), pp. 719–726] is studied using maximum likelihood technics based on three different algorithms: Newton Raphson, Levenberg Marquardt and Trust Region reflective. The proposed parameter estimation method is introduced and proved to work from theoretical and practical point of view. On one hand, we apply a maximum likelihood estimation method using complete simulated and real data. On the other hand, we study for the first time the model using simulated and real data for type I censored samples. The estimation results are approved by a statistical test.
Keywords:Reliability  flexible Weibull distribution  parameter estimation  statistical test  censoreddata
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