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文章基本信息

  • 标题:Matlab automation algorithm for performing global sensitivity analysis of complex system models with a derived FAST method
  • 本地全文:下载
  • 作者:Hery Tiana Rakotondramiarana ; Ando Ludovic Andriamamonjy
  • 期刊名称:Journal of Computations & Modelling
  • 印刷版ISSN:1792-7625
  • 电子版ISSN:1792-8850
  • 出版年度:2013
  • 卷号:3
  • 期号:3
  • 出版社:Scienpress Ltd
  • 摘要:

    This study presents a Global Sensitivity Analysis Tool, named GoSAT, which is a ready to use Matlab automation algorithm of a derived Fourier Amplitude Sensitivity Test (FAST) method that automatically ranks, by decreasing order in a bar diagram, both the first order effects and the order one interaction effects of a model factors. To perform a global sensitivity analysis with the proposed algorithm, only the Matlab code of the surveyed model, all factors' names, their respective nominal values and ranges of variation, and their distinct attributed frequencies are necessary to be known as inputs. To test the efficiency of the proposed procedure, it was applied on a ten factors Sobol function and the expected outcome was obtained, that is, the factors related to the least valuable Sobol parameter are the most influent ones. With the proposed algorithm, modelers do not have to wait for other researchers’ subsequent work completion to have feedbacks on data input and factors of their own models but can directly perform global sensitivity analysis right after developing the computing codes related to these models.

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