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Optimization-based multicriteria decision analysis for identification of desired petroleum-contaminated groundwater remediation strategies

机译:基于优化的多准则决策分析,用于确定所需的石油污染地下水修复策略

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摘要

The conventional multicriteria decision analysis (MCDA) methods used for pollution control generally depend on the data currently available. This could limit their real-world applications, especially where the input data (e.g., the most cost-effective remediation cost and eventual contaminant concentration) might vary by scenario. This study proposes an optimization-based MCDA (OMCDA) framework to address such a challenge. It is capable of (1) capturing various preferences of decision-makers, (2) screening and analyzing the performance of various optimized remediation strategies under changeable scenarios, and (3) compromising incongruous decision analysis results. A real-world case study is employed for demonstration, where four scenarios are considered with each one corresponding to a set of weights representative of the preference of the decision-makers. Four criteria are selected, i.e., optimal total pumping rate, remediation cost, contaminant concentration, and fitting error. Their values are determined through running optimization and optimization-based simulation procedures. Four sets of the most desired groundwater remediation strategies are identified, implying specific pumping rates under varied scenarios. Results indicate that the best action lies in groups 32 and 16 for the 5-year, groups 49 and 36 for the 10-year, groups 26 and 13 for the 15-year, and groups 47 and 13 for the 20-year remediation.
机译:用于污染控制的常规多标准决策分析(MCDA)方法通常取决于当前可获得的数据。这可能会限制其实际应用,尤其是在输入数据(例如,最具成本效益的修复成本和最终污染物浓度)可能因场景而异的情况下。这项研究提出了一种基于优化的MCDA(OMCDA)框架来应对这一挑战。它能够(1)捕获决策者的各种偏好,(2)在可变场景下筛选和分析各种优化补救策略的性能,以及(3)损害不协调的决策分析结果。一个真实的案例研究用于演示,其中考虑了四个场景,每个场景对应一组代表决策者偏好的权重。选择四个标准,即最佳总泵速,修复成本,污染物浓度和装配误差。它们的值是通过运行优化和基于优化的仿真过程确定的。确定了四组最理想的地下水修复策略,这意味着在不同情况下的特定抽水率。结果表明,最好的措施是在第5年的第32和16组,在第10年的第49和36组,在第15年的第26和13组,在第20年的补救的第47和13组。

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