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Search for: three-parameter-weibull-distribution
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    Estimating parameters of the three-parameter Weibull distribution using a neural network

    , Article European Journal of Industrial Engineering ; Volume 2, Issue 4 , 2008 , Pages 428-445 ; 17515254 (ISSN) Abbasi, B ; Rabelo, L ; Hosseinkouchack, M ; Sharif University of Technology
    Inderscience Publishers  2008
    Abstract
    Weibull distributions play an important role in reliability studies and have many applications in engineering. It normally appears in the statistical scripts as having two parameters, making it easy to estimate its parameters. However, once you go beyond the two parameter distribution, things become complicated. For example, estimating the parameters of a three-parameter Weibull distribution has historically been a complicated and sometimes contentious line of research since classical estimation procedures such as Maximum Likelihood Estimation (MLE) have become almost too complicated to implement. In this paper, we will discuss an approach that takes advantage of Artificial Neural Networks... 

    A hybrid variable neighborhood search and simulated annealing algorithm to estimate the three parameters of the Weibull distribution

    , Article Expert Systems with Applications ; Volume 38, Issue 1 , January , 2011 , Pages 700-708 ; 09574174 (ISSN) Abbasi, B ; Niaki, S. T. A ; Khalife, M. A ; Faize, Y ; Sharif University of Technology
    2011
    Abstract
    The Weibull distribution plays an important role in failure distribution modeling of reliability research. While there are three parameters in the general form of this distribution, for simplicity, one of its parameters is usually omitted and as a result, the others are estimated easily. However, due to its more flexibility, when the general form of the Weibull distribution is of interest, the estimation procedure is not an easy task anymore. For example, in the maximum likelihood estimation method, the likelihood function that is formed for a three-parameter Weibull distribution is very hard to maximize. In this paper, a new hybrid methodology based on a variable neighborhood search and a...