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将低成本颗粒物传感器在高时间分辨率下表征并校准至参考级性能。

Characterisation and calibration of low-cost PM sensors at high temporal resolution to reference-grade performance.

作者信息

Bulot Florentin M J, Ossont Steven J, Morris Andrew K R, Basford Philip J, Easton Natasha H C, Mitchell Hazel L, Foster Gavin L, Cox Simon J, Loxham Matthew

机构信息

Faculty of Engineering and Physical Sciences, University of Southampton, Southampton, UK.

Southampton Marine and Maritime Institute, University of Southampton, Southampton, UK.

出版信息

Heliyon. 2023 Apr 29;9(5):e15943. doi: 10.1016/j.heliyon.2023.e15943. eCollection 2023 May.

Abstract

Particulate Matter (PM) low-cost sensors (LCS) present a cost-effective opportunity to improve the spatiotemporal resolution of airborne PM data. Previous studies focused on PM-LCS-reported hourly data and identified, without fully addressing, their limitations. However, PM-LCS provide measurements at finer temporal resolutions. Furthermore, government bodies have developed certifications to accompany new uses of these sensors, but these certifications have shortcomings. To address these knowledge gaps, PM-LCS of two models, 8 Sensirion SPS30 and 8 Plantower PMS5003, were collocated for one year with a Fidas 200S, MCERTS-certified PM monitor and were characterised at 2 min resolution, enabling replication of certification processes, and highlighting their limitations and improvements. Robust linear models using sensor-reported particle number concentrations and relative humidity, coupled with 2-week biannual calibration campaigns, achieved reference-grade performance, at median PM background concentration of 5.5 μg/m, demonstrating that, with careful calibration, PM-LCS may cost-effectively supplement reference equipment in multi-nodes networks with fine spatiotemporality.

摘要

颗粒物(PM)低成本传感器(LCS)为提高空气中PM数据的时空分辨率提供了一个经济高效的机会。以往的研究集中在PM-LCS报告的每小时数据上,并在未充分解决其局限性的情况下对其进行了识别。然而,PM-LCS能以更精细的时间分辨率进行测量。此外,政府机构已针对这些传感器的新用途制定了认证,但这些认证存在缺陷。为了填补这些知识空白,将8个Sensirion SPS30和8个Plantower PMS5003这两种型号的PM-LCS与一台经MCERTS认证的Fidas 200S PM监测仪并置一年,并以2分钟的分辨率进行表征,从而能够重复认证过程,并突出其局限性和改进之处。使用传感器报告的颗粒数浓度和相对湿度的稳健线性模型,再加上每半年进行一次为期两周的校准活动,在PM背景浓度中位数为5.5μg/m³时实现了参考级性能,这表明,经过仔细校准,PM-LCS可以经济高效地在具有精细时空性的多节点网络中补充参考设备。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e3ce/10176080/294484060f70/gr1.jpg

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