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Inter-comparison of Low-cost Sensors for Measuring the Mass Concentration of Occupational Aerosols

机译:用于测量职业气溶胶质量浓度的低成本传感器的比对

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摘要

Low-cost sensors are effective for measuring the mass concentration of ambient aerosols and secondhand smoke in homes, but their use at concentrations relevant to occupational settings has not been demonstrated. We measured the concentrations of four aerosols (salt, Arizona road dust, welding fume, and diesel exhaust) with three types of low-cost sensors (a DC1700 from Dylos and two commodity sensors from Sharp), an aerosol photometer, and reference instruments at concentrations up to 6500 μg/m3. Raw output was used to assess sensor precision and develop equations to compute mass concentrations. EPA and NIOSH protocols were used to assess the mass concentrations estimated with low-cost sensors compared to reference instruments. The detection efficiency of the DC1700 ranged from 0.04% at 0.1 μm to 108% at 5 μm, as expected, although misclassification of fine and coarse particles was observed. The raw output of the DC1700 had higher precision (lower coefficient of variation, CV = 7.4%) than that of the two sharp devices (CV = 25% and 17%), a finding attributed to differences in manufacturer calibration. Aerosol type strongly influenced sensor response, indicating the need for on-site calibration to convert sensor output to mass concentration. Once calibrated, however, the mass concentration estimated with low-cost sensors was highly correlated with that of reference instruments (R2=0.99). These results suggest that the DC1700 and Sharp sensors are useful in estimating aerosol mass concentration for aerosols at concentrations relevant to the workplace.
机译:低成本传感器可有效测量家庭中环境气溶胶和二手烟的质量浓度,但尚未证明它们在与职业环境有关的浓度下使用。我们使用三种类型的低成本传感器(Dylos的DC1700和Sharp的两个商品传感器),气溶胶光度计和参考仪器测量了四种气溶胶(盐,亚利桑那州的道路灰尘,焊接烟尘和柴油机废气)的浓度。浓度高达6500μg/ m 3 。原始输出用于评估传感器精度并开发方程式以计算质量浓度。与参考仪器相比,EPA和NIOSH规程用于评估使用低成本传感器估算的质量浓度。正如预期的那样,尽管观察到了细颗粒和粗颗粒的错误分类,但DC1700的检测效率在0.1μm时为0.04%到5μm时为108%。 DC1700的原始输出比两个尖锐的设备(CV = 25%和17%)具有更高的精度(变异系数更低,CV = 7.4%),这一发现归因于制造商校准的差异。气溶胶类型严重影响传感器的响应,表明需要现场校准以将传感器输出转换为质量浓度。然而,一旦校准,使用低成本传感器估算的质量浓度与参考仪器的质量浓度高度相关(R 2 = 0.99)。这些结果表明,DC1700和Sharp传感器可用于估算与工作场所有关的浓度的气溶胶的气溶胶质量浓度。

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