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验证和比较高分辨率商业“现货” PM 监测传感器与基于卫星的混合模型,以改善环境暴露评估。

Validating and Comparing Highly Resolved Commercial "Off the Shelf" PM Monitoring Sensors with Satellite Based Hybrid Models, for Improved Environmental Exposure Assessment.

机构信息

Faculty of Humanities and Social Sciences, Ben Gurion University of the Negev, Beer Sheva 8410501, Israel.

Ichan School of Medicine at Mount Sinai, 1 Gustave L. Levy Place, New York, NY 10029-5674, USA.

出版信息

Sensors (Basel). 2020 Dec 24;21(1):63. doi: 10.3390/s21010063.

DOI:10.3390/s21010063
PMID:33374352
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC7796136/
Abstract

Particulate matter is a common health hazard, and under certain conditions, an ecological threat. While many studies were conducted in regard to air pollution and potential effects, this paper serves as a pilot scale investigation into the spatial and temporal variability of particulate matter (PM) pollution in arid urban environments in general, and Beer-Sheva, Israel as a case study. We explore the use of commercially off the shelf (COTS) sensors, which provide an economical solution for spatio-temporal measurements. We started with a comparison process against an A-grade meteorological station, where it was shown that under specific climatic conditions, a number of COTS sensors were able to produce robust agreement (mean R2=0.93, average SD=17.5). The second stage examined the COTS sensors that were proven accurate in a mobile measurement campaign. Finally, data collected was compared to a validated satellite prediction model. We present how these tests and COTS sensor-kits could then be used to further explain the continuity and dispersion of particulate matter in similar areas.

摘要

颗粒物是一种常见的健康危害,在某些条件下,也是一种生态威胁。虽然已经有许多关于空气污染和潜在影响的研究,但本文旨在对干旱城市环境中颗粒物(PM)污染的时空变异性进行试点研究,以以色列贝尔谢巴为例。我们探索了使用商业现货(COTS)传感器的方法,这为时空测量提供了经济的解决方案。我们首先进行了与 A 级气象站的对比过程,结果表明,在特定的气候条件下,许多 COTS 传感器能够产生可靠的一致性(平均 R2=0.93,平均 SD=17.5)。第二阶段检验了在移动测量活动中被证明准确的 COTS 传感器。最后,将收集到的数据与经过验证的卫星预测模型进行了比较。我们展示了这些测试和 COTS 传感器套件如何用于进一步解释类似地区颗粒物的连续性和分散性。

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Environ Res. 2020 Jan;180:108810. doi: 10.1016/j.envres.2019.108810. Epub 2019 Oct 10.
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Impact of California Fires on Local and Regional Air Quality: The Role of a Low-Cost Sensor Network and Satellite Observations.加利福尼亚火灾对当地和区域空气质量的影响:低成本传感器网络和卫星观测的作用。
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