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Nodal Importance Concept for Computational Efficiency in Optimal Sensor Placement in Water Distribution Systems

机译:用于水分配系统最优传感器放置的计算效率的节点重要性概念

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Computational expense associated with documented methods for the optimal placement of contaminant sensors to provide maximum protection for a water distribution system (WDS) under a terrorist attack has prevented the emergence of a definitive method for sensor placement. We submit a sensor placement method that assigns "nodal importance values" in order for an optimization algorithm to efficiently maximize WDS protection as a function of detection time, contaminated water volume, and detection likelihood while obeying sensor availability constraints, accounting for terrorist attack uncertainties, and minimizing computational expense. The importance of a node is a function of contaminant presence, potential contaminated water volume, and time elapsed after a contamination event. More-important nodes are assigned to a subset, and an optimization algorithm (a simple genetic algorithm in our case) searches the subset to find the sensor node combination of best protection performance. Results from testing our method on a WDS of complex behavior indicate that this method yields desirable protection performance in a very computationally efficient manner and that protection performance resulting from this method is sensitive to the size of the subset chosen.
机译:在恐怖主义攻击下,与污染物传感器最佳放置的记录方法相关联的计算费用,以在恐怖主义攻击下为水分配系统(WDS)提供最大保护,这阻止了传感器放置的最终方法的出现。我们提交了一个传感器放置方法,分配“节点重要性值”,以便为优化算法有效地最大化WDS保护作为检测时间,受污染的水量和检测可能性的函数,同时服从传感器可用性限制,核算恐怖攻击不确定性,并尽量减少计算费用。节点的重要性是污染物存在,潜在的受污染水量和污染事件之后经过的时间的函数。更重要的节点被分配给子集,并且优化算法(在我们的情况下简单的遗传算法)搜索子集以找到最佳保护性能的传感器节点组合。在复杂行为的WDS上测试我们的方法表明该方法以非常计算的高效方式产生所需的保护性能,并且由该方法产生的保护性能对所选择的子集的大小敏感。

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