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An improved sampling strategy based on trajectory design for application of the Morris method to systems with many input factors

机译:一种改进的基于轨迹设计的采样策略,用于将Morris方法应用于具有多个输入因子的系统

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摘要

In this paper, a revised version of the Morris approach, which includes an improved sampling strategy based on trajectory design, has been adapted to the screening of the most influential parameters of a fuzzy controller applied to WWTPs. Due to the high number of parameters, a systematic approach has been proposed to apply this improved sampling strategy with low computational demand. In order to find out the proper repetition number of elementary effects of each input factor on model output (EE,) calculations, an iterative and automatic procedure has been applied. The results show that the sampling strategy has a significant effect on the parameter significance ranking and that random sampling could lead to a non-proper coverage of the parameter space.
机译:在本文中,莫里斯方法的修订版(其中包括基于轨迹设计的改进采样策略)已适应于筛选应用于污水处理厂的模糊控制器最有影响力的参数。由于参数数量众多,因此提出了一种系统的方法来应用这种改进的采样策略,且计算量较低。为了找出每个输入因子对模型输出(EE,)计算的基本影响的正确重复次数,已应用了迭代和自动过程。结果表明,抽样策略对参数重要性排序有显着影响,随机抽样可能导致对参数空间的不正确覆盖。

著录项

  • 来源
    《Environmental Modelling & Software》 |2012年第2012期|p.103-109|共7页
  • 作者单位

    Dep. Enginyeria Quimica, Universitat de Valencia, Avinguda de la Universitat, s 46100 - Burjassot (Valencia), Spain;

    Dep. Enginyeria Quimica, Universitat de Valencia, Avinguda de la Universitat, s 46100 - Burjassot (Valencia), Spain;

    Dep. Enginyeria Quimica, Universitat de Valencia, Avinguda de la Universitat, s 46100 - Burjassot (Valencia), Spain;

    Instituto de Ingenieria del Agua y Medio Ambiente, Universidad Polotecnica de Valencia, Camino de Vera s., 46022 Valencia, Spain;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    fuzzy controllers; morris screening; sampling strategy; sensitivity analysis;

    机译:模糊控制器;莫里斯筛查;抽样策略;敏感性分析;

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