随水流动:移动传感器对配水网络的优化监测

Rong Du, C. Fischione, Ming Xiao
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引用次数: 18

摘要

新的灵活的移动传感器网络可以潜在地监测饮用水分配网络中的污染。这些传感器网络由预先安装的静态传感器节点、移动传感器节点和汇聚节点组成,移动传感器节点被释放到水网中以进行更准时的监测,汇聚节点用于从移动传感器节点收集数据。因此,必须仔细决定接收节点的激活以及移动节点的释放位置,以确保及时准确地检测到事件。不幸的是,在文献中没有找到方法来最佳地确定移动传感器节点的释放位置和sink节点的激活。本文提出了一种新的优化方法来解决这一问题。由于网络的潜在规模、移动传感器节点的不确定运动、与这些移动传感器节点的释放位置相关的整数决策变量以及与汇聚节点的激活相关的二进制决策变量,这个问题尤其具有挑战性。为了考虑整个配水网络中移动节点的移动性,考虑了一个随机移动性模型。结果表明,优化问题的目标函数具有子模块性质,可以建立移动节点释放算法。通过分析和数值计算验证了该算法的优越性和有效性。结果表明,基于优化的方法可以通过移动传感器节点对配水网络进行有效监测。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Flowing with the water: On optimal monitoring of water distribution networks by mobile sensors
Contamination in drinkable water distribution networks can be potentially monitored by new and agile mobile sensor networks. These sensor networks are composed of static sensor nodes, which are pre-installed, of mobile sensor nodes, which are released into the water network for a more punctual monitoring, and of sink nodes, which are used to collect data from mobile sensor nodes. Thus, the activation of the sink nodes as well as the release locations of the mobile nodes must be carefully decided to ensure timely and accurate event detections. Unfortunately, no approach can be found in the literature to optimally determine the release locations of the mobile sensor nodes and the activation of the sink nodes. In this paper, a novel optimization approach to solve such a problem is posed. The problem is particularly challenging due to the potential large size of the networks, the undetermined movement of the mobile sensor nodes, the integer decision variables associated to the release locations of these mobile sensor nodes, and the binary decision variables associated to the activation of the sink nodes. To account for the mobile node mobility across the water distribution network, a stochastic mobility model is considered. It is shown that the objective function of the optimization problem exhibits submodular properties, which allow establishing a mobile nodes release algorithm. The benefits and efficiency of the proposed algorithm are illustrated by analysis and numerical evaluations. It is concluded that the proposed optimization based approach allows efficient monitoring of water distribution networks by mobile sensor nodes.
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