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A coupled simulation-optimization approach for groundwater remediation design under uncertainty: An application to a petroleum-contaminated site

机译:不确定条件下地下水修复设计的模拟优化耦合方法:在石油污染场地的应用

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摘要

This study provides a coupled simulation-optimization approach for optimal design of petroleum-contaminated groundwater remediation under uncertainty. Compared to the previous approaches, it has the advantages of: (1) addressing the stochasticity of the modeling parameters in simulating the flow and transport of NAPLs in groundwater, (2) providing a direct and response-rapid bridge between remediation strategies (pumping rates) and remediation performance (contaminant concentrations) through the created proxy models, (3) alleviating the computational cost in searching for optimal solutions, and (4) giving confidence levels for the obtained optimal remediation strategies. The approach is applied to a practical site in Canada for demonstrating its performance. The results show that mitigating the effects of uncertainty on optimal remediation strategies (through enhancing the confidence level) would lead to the rise of remediation cost due to the increase in the total pumping rate.
机译:该研究为不确定条件下石油污染地下水修复的优化设计提供了一种耦合的模拟优化方法。与以前的方法相比,它具有以下优点:(1)在模拟地下水中NAPL的流动和传输时解决建模参数的随机性;(2)在补救策略(抽水率)之间提供直接且快速响应的桥梁)和通过创建的代理模型进行的补救性能(污染物浓度);(3)减轻了寻找最佳解决方案的计算成本;(4)给出了获得的最佳补救策略的置信度。该方法已应用于加拿大的一个实际站点,以证明其性能。结果表明,由于总抽水率的增加,减轻不确定性对最佳补救策略的影响(通过提高置信度)将导致补救成本的增加。

著录项

  • 来源
    《Environmental pollution》 |2009年第9期|2485-2492|共8页
  • 作者

    L. He; G.H. Huang; H.W. Lu;

  • 作者单位

    Department of Civil Engineering, Ryerson University, Toronto, ON M5B 2K3, Canada;

    Faculty of Engineering, University of Regina, Regina, SK S4S 0A2, CanadarnChinese Research Academy of Environmental Science, North China Electric Power University, Beijing 100012-102206, China;

    Faculty of Engineering, University of Regina, Regina, SK S4S 0A2, Canada;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);美国《生物学医学文摘》(MEDLINE);美国《化学文摘》(CA);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    stochastic simulation; groundwater remediation; nonparametric statistics; petroleum contamination; uncertainty;

    机译:随机模拟地下水修复;非参数统计石油污染;不确定;

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