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A Review of Low-Cost Particulate Matter Sensors from the Developers’ Perspectives

机译:从开发人员的角度审查低成本颗粒物传感器

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摘要

The concerns related to particulate matter’s health effects alongside the increasing demands from citizens for more participatory, timely, and diffused air quality monitoring actions have resulted in increasing scientific and industrial interest in low-cost particulate matter sensors (LCPMS). In the present paper, we discuss 50 LCPMS models, a number that is particularly meaningful when compared to the much smaller number of models described in other recent reviews on the same topic. After illustrating the basic definitions related to particulate matter (PM) and its measurements according to international regulations, the device’s operating principle is presented, focusing on a discussion of the several characterization methodologies proposed by various research groups, both in the lab and in the field, along with their possible limitations. We present an extensive review of the LCPMS currently available on the market, their electronic characteristics, and their applications in published literature and from specific tests. Most of the reviewed LCPMS can accurately monitor PM changes in the environment and exhibit good performances with accuracy that, in some conditions, can reach R2 values up to 0.99. However, such results strongly depend on whether the device is calibrated or not (using a reference method) in the operative environment; if not, R2 values lower than 0.5 are observed.
机译:与颗粒物质的健康效果有关的担忧,以及公民对更多参与性,及时和扩散的空气质量监测行动的需求增加导致低成本颗粒物传感器(LCPMS)的科学和工业利益增加。在本文中,我们讨论了50个LCPMS模型,与在同一主题的其他近期审查中描述的较少数量的模型相比,这是一个特别有意义的数字。在说明与颗粒物质(PM)相关的基本定义及其根据国际法规的测量后,提出了该设备的运行原理,专注于讨论各种研究组在实验室和领域中的各种研究组提出的若干表征方法以及可能的局限性。我们对目前市场上可用的LCPMS,其电子特性及其在公布文献中的应用以及特定测试中的应用提供了广泛的审查。大多数审查的LCPM可以准确监测环境的PM变化,并以准确性表现出良好的性能,在某些情况下,可以达到0.99的R2值。但是,这种结果强烈取决于操作环境中是否校准设备(使用参考方法);如果没有,则观察到低于0.5的R2值。

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