Santos-Ruiz Ildeberto, López-Estrada Francisco-Ronay, Puig Vicenç, Valencia-Palomo Guillermo, Hernández Héctor-Ricardo
TURIX-Dynamics Diagnosis and Control Group, Tecnológico Nacional de México, I.T. Tuxtla Gutiérrez, Carretera Panamericana km 1080 S/N, Tuxtla Gutierrez 29050, Mexico.
Institut de Robòtica i Informàtica Industrial, CSIC-UPC, Universitat Politècnica de Catalunya, C/. Llorens i Artigas 4-6, 08028 Barcelona, Spain.
Sensors (Basel). 2022 Jan 7;22(2):443. doi: 10.3390/s22020443.
This paper presents a method for optimal pressure sensor placement in water distribution networks using information theory. The criterion for selecting the network nodes where to place the pressure sensors was that they provide the most useful information for locating leaks in the network. Considering that the node pressures measured by the sensors can be correlated (mutual information), a subset of sensor nodes in the network was chosen. The relevance of information was maximized, and information redundancy was minimized simultaneously. The selection of the nodes where to place the sensors was performed on datasets of pressure changes caused by multiple leak scenarios, which were synthetically generated by simulation using the EPANET software application. In order to select the optimal subset of nodes, the candidate nodes were ranked using a heuristic algorithm with quadratic computational cost, which made it time-efficient compared to other sensor placement algorithms. The sensor placement algorithm was implemented in MATLAB and tested on the Hanoi network. It was verified by exhaustive analysis that the selected nodes were the best combination to place the sensors and detect leaks.
本文提出了一种利用信息论在供水管网中进行最优压力传感器布置的方法。选择在何处布置压力传感器的网络节点的标准是,这些节点能为在管网中定位泄漏提供最有用的信息。考虑到传感器测量的节点压力可能存在相关性(互信息),选择了管网中的一个传感器节点子集。使信息的相关性最大化,同时使信息冗余最小化。在由多个泄漏场景引起的压力变化数据集上进行传感器布置节点的选择,这些数据集是使用EPANET软件应用程序通过模拟综合生成的。为了选择最优的节点子集,使用一种具有二次计算成本的启发式算法对候选节点进行排序,这使得它与其他传感器布置算法相比具有时间效率。该传感器布置算法在MATLAB中实现,并在河内管网进行了测试。通过详尽分析验证,所选节点是布置传感器和检测泄漏的最佳组合。