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低成本传感器可作为长期空气质量监测的一种替代手段。

Low-cost sensors as an alternative for long-term air quality monitoring.

机构信息

International Laboratory for Air Quality and Health, Queensland University of Technology, Brisbane, QLD, 4001, Australia.

Institute for Future Environments, Queensland University of Technology, Brisbane, QLD, 4001, Australia.

出版信息

Environ Res. 2020 Jun;185:109438. doi: 10.1016/j.envres.2020.109438. Epub 2020 Mar 31.

DOI:10.1016/j.envres.2020.109438
PMID:32276167
Abstract

Low-cost air quality sensors are increasingly being used in many applications; however, many of their performance characteristics have not been adequately investigated. This study was conducted over a period of 13 months using low-cost air quality monitors, each comprising two low-cost sensors, which were subjected to a wide range of pollution sources and concentrations, relative humidity and temperature at four locations in Australia and China. The aim of the study was to establish the performance characteristics of the two low-cost sensors (a Plantower PMS1003 for PM and an Alphasense CO-B4 for carbon monoxide, CO) and the KOALA monitor as a whole under various conditions. Parameters evaluated included the inter-variability between individual monitors, the accuracy of monitors in comparison with the reference instruments, the effect of temperature and RH on the performance of the monitors, the responses of the PM sensors to different types of aerosols, and the long-term stability of the PM and CO sensors. The monitors showed high inter-correlations (r > 0.91) for both PM and CO measurements. The monitor performance varied with location, with moderate to good correlations with reference instruments for PM (0.44< R < 0.91) and CO (0.37< R < 0.90). The monitors performed well at relative humidity < 75% and high temperature conditions; however, two monitors in Beijing failed at low temperatures, probably due to electronic board failure. The PM sensor was less sensitive to marine aerosols and fresh vehicle emissions than to mixed urban background emissions, aged traffic emissions and industrial emissions. The long-term stability of the PM and CO sensors was good, while CO relative errors were affected by both high and low temperatures. Overall, the KOALA monitors performed well in the environments in which they were operated and provided a valuable contribution to long-term air quality monitoring within the elucidated limitations.

摘要

低成本空气质量传感器在许多应用中越来越多地被使用;然而,它们的许多性能特征尚未得到充分研究。本研究使用低成本空气质量监测器进行了为期 13 个月的研究,每个监测器由两个低成本传感器组成,这些传感器在澳大利亚和中国的四个地点受到广泛的污染源和浓度、相对湿度和温度的影响。该研究的目的是确定两种低成本传感器(用于 PM 的 Plantower PMS1003 和用于一氧化碳、CO 的 Alphasense CO-B4)和 KOALA 监测器在各种条件下的整体性能特征。评估的参数包括单个监测器之间的可变性、监测器与参考仪器的准确性、温度和 RH 对监测器性能的影响、PM 传感器对不同类型气溶胶的响应以及 PM 和 CO 传感器的长期稳定性。监测器对 PM 和 CO 的测量显示出高度的相关性(r>0.91)。监测器的性能随地点而异,与 PM(0.44< R <0.91)和 CO(0.37< R <0.90)的参考仪器具有中等至良好的相关性。监测器在相对湿度<75%和高温条件下表现良好;然而,北京的两个监测器在低温下失效,可能是由于电子板故障。PM 传感器对海洋气溶胶和新鲜车辆排放的敏感性低于混合城市背景排放、老化交通排放和工业排放。PM 和 CO 传感器的长期稳定性良好,而 CO 的相对误差受高温和低温的影响。总体而言,KOALA 监测器在其运行的环境中表现良好,并在阐明的限制内为长期空气质量监测提供了有价值的贡献。

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