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Optimal Deployment of a Heterogeneous Air Quality Sensor Network

机译:非均质空气质量传感器网络的最佳部署

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摘要

Accurate assessment of air pollution exposure is crucial to better public health. Routine monitoring is done by standardized Air Quality Monitoring (AQM) stations, which are spread thinly due to size and cost. Recent technological developments have made Wireless Distributed Environmental Sensor Networks (WDESNs) that consist of low-cost Micro Sensing Units (MSUs) feasible. These MSUs can be spread more densely and provide higher spatial resolution data. The availability of MSUs, however, poses the challenge of selecting optimal sensors' locations. Previous attempts assumed prior knowledge on pollution levels in the region of interest, and considered MSUs which measured only one pollutant. This paper presents a scheme for finding an optimal deployment of heterogeneous WDESN, which is based only on MSUs characteristics and land use analysis. To this end, a set of optional deployment locations (OLs) is defined. Each OL is characterized by a set of utilities of placing the various MSUs in that location. The optimization process seeks for the set of locations, under budget and resources constraints, that maximizes the overall utility. Using the suggested method leads to an intelligent deployment under a set of given premises. This is demonstrated vs. a real-world deployment scenario, with multiple types of MSUs.
机译:准确评估空气污染暴露对于更好的公共卫生至关重要。常规监测由标准化的空气质量监测(AQM)站完成,由于尺寸和成本,薄薄地铺平。最近的技术发展使无线分布式环境传感器网络(WDESNS)由低成本的微传感单元(MSU)可行。这些MSU可以更密集地传播并提供更高的空间分辨率数据。然而,MSU的可用性构成了选择最佳传感器位置的挑战。以前的尝试假设关于感兴趣区域的污染水平的知识,并考虑了仅测量一个污染物的MSU。本文介绍了寻找异构WDESN的最佳部署的方案,该方案仅基于MSU特性和土地利用分析。为此,定义了一组可选的部署位置(OLS)。每个OL的特征在于将各种MSU放置在该位置的一组实用程序。优化过程要求在预算和资源约束下的一组位置,最大化整体实用程序。使用建议的方法导致一组给定场的智能部署。这是展示与现实世界部署方案的,具有多种类型的MSU。

著录项

  • 来源
    《Journal of environment informatics》 |2019年第2期|99-107|共9页
  • 作者单位

    Technion Israel Inst Technol Fac Civil & Environm Engn Technion Enviromat Lab TechEL IL-320003 Haifa Israel|Technion Israel Inst Technol Fac Civil & Environm Engn Technion Ctr Excellence Exposure Sci & Environm H Dept Environm Water & Agr Engn IL-320003 Haifa Israel;

    Technion Israel Inst Technol Fac Civil & Environm Engn Dept Environm Water & Agr Engn IL-320003 Haifa Israel;

    Technion Israel Inst Technol Fac Civil & Environm Engn Technion Enviromat Lab TechEL IL-320003 Haifa Israel|Technion Israel Inst Technol Fac Civil & Environm Engn Technion Ctr Excellence Exposure Sci & Environm H Dept Environm Water & Agr Engn IL-320003 Haifa Israel;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    air pollution; wireless distributed environmental sensor network; optimal deployment; monitoring;

    机译:空气污染;无线分布式环境传感器网络;最优部署;监控;

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