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Model calibration and uncertainty analysis of runoff in the zayanderood River basin using generalized likelihood uncertainty estimation (GLUE) method

机译:基于广义似然不确定性估计(GLUE)方法的扎赞德鲁德河流域径流模型校准和不确定性分析

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摘要

This study is designed to consider the uncertainty in the kinematic runoff and erosion model named KINEROS2. The Generalized Likelihood Uncertainty Estimation (GLUE) method was used for assessing the uncertainty associated with model predictions, which assumes that due to the limitations in model structure, data and calibration scheme, many different parameter sets can make acceptable simulations. GLUE is a Bayesian approach based on the Monte Carlo method for model calibration and uncertainty analysis. The assessment was performed in the Zayanderood River basin located in Central Iran. To make an accurate calibration, five runoff events were selected from three different gauging stations for the purpose. Statistical evaluations for streamflow prediction indicate that there is good agreement between the measured and simulated flows with Nash-Sutcliffe values of efficiency of 0.85 and 0.79 for calibration and validation periods respectively. Uncertainty analysis was carried out on the new distribution of input parameters for model validation.
机译:本研究旨在考虑运动径流和侵蚀模型KINEROS2的不确定性。广义似然不确定度估计(GLUE)方法用于评估与模型预测相关的不确定性,该方法假定由于模型结构,数据和校准方案的限制,许多不同的参数集可以进行可接受的模拟。 GLUE是基于蒙特卡洛方法的贝叶斯方法,用于模型校准和不确定性分析。评估是在位于伊朗中部的Zayanderood流域进行的。为了进行准确的校准,从三个不同的测量站中选择了五个径流事件。流量预测的统计评估表明,在校准和验证期间,实测流量和模拟流量之间具有很好的一致性,Nash-Sutcliffe值的效率分别为0.85和0.79。对用于模型验证的输入参数的新分布进行了不确定性分析。

著录项

  • 来源
    《Journal of water supply》 |2013年第5期|309-320|共12页
  • 作者单位

    Faculty of Engineering and Built Environment,University Kebangsaan Malaysia,Selangor DE,Malaysia;

    Faculty of Engineering,Universiti Putra Malaysia,Serdang, Selangor DE,Malaysia;

    Faculty of Engineering,Universiti Putra Malaysia,Serdang, Selangor DE,Malaysia;

    Faculty of Engineering and Science,Universiti Tunku Abdul Rahman,Kuala Lumpur,Malaysia;

    Faculty of Engineering,Universiti Putra Malaysia,Serdang, Selangor DE,Malaysia;

    Faculty of Engineering and Built Environment,University Kebangsaan Malaysia,Selangor DE,Malaysia;

  • 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

    GLUE; KINEROS; model calibration; uncertainty analysis;

    机译:胶;KINEROS;模型校准;不确定性分析;

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