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Identifying contaminant sources for water distribution systems using a hybrid method

机译:使用混合方法识别水分配系统的污染物源

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The rapid discovery of the contaminant source in a water distribution system (WDS) is vital for generating an efficient control strategy during a contamination event. An inverse problem can be constructed, given sensor measurements in a WDS, to identify the contaminant source characteristics by integrating a WDS simulation model with an optimisation method. However, this approach requires numerous compute-intensive simulation runs to evaluate potential solutions. This paper reports the findings of an investigation by introducing a hybrid method for the real-time characterisation of a contaminant source. This new method integrates a simulation-optimisation approach with a logistic regression and a local improvement method to expedite the convergence and possibly solve the problem quickly. The results of numerical experiments on two example WDS networks demonstrate the efficiency of the proposed hybrid method for contaminant source characterisation. Effects of various hybrid strategies on the algorithm performance are discussed.
机译:快速发现水分配系统(WDS)中的污染源对于在污染事件期间产生有效的控制策略至关重要。给定WDS中的传感器测量值,可以构造一个反问题,以通过将WDS仿真模型与优化方法集成来识别污染物源特征。但是,这种方法需要大量的计算密集型仿真来评估潜在的解决方案。本文通过介绍一种用于实时表征污染物源的混合方法,报告了调查的结果。这种新方法将模拟优化方法与逻辑回归和局部改进方法相结合,以加快收敛速度​​并可能快速解决问题。在两个示例WDS网络上进行的数值实验结果证明了提出的混合方法用于污染物源表征的效率。讨论了各种混合策略对算法性能的影响。

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