Department of Civil Engineering, Indian Institute of Technology Kanpur, Kanpur, Uttar Pradesh 208016, India.
Centre for Urban Science and Engineering, Indian Institute of Technology Bombay, Mumbai, Maharashtra 400076, India.
Sensors (Basel). 2020 Feb 29;20(5):1347. doi: 10.3390/s20051347.
In the present study, we assessed for the first time the performance of our custom-designed low-cost Particulate Matter (PM) monitoring devices (Atmos) in measuring PM concentrations. We examined the ambient PM levels during an intense measurement campaign at two sites in the Delhi National Capital Region (NCR), India. In this study, we validated the un-calibrated Atmos for measuring ambient PM concentrations at highly polluted monitoring sites. PM concentration from Atmos, containing laser scattering-based Plantower PM sensor, was comparable with that measured from research-grade scanning mobility particle sizers (SMPS) in combination with optical particle sizers (OPS) and aerodynamic particle sizers (APS). The un-calibrated sensors often provided accurate PM measurements, particularly in capturing real-time hourly concentrations variations. Quantile-Quantile plots (QQ-plots) for data collected during the selected deployment period showed positively skewed PM datasets. Strong Spearman's rank-order correlations ( = 0.64-0.83) between the studied instruments indicated the utility of low-cost Plantower PM sensors in measuring PM in the real-world context. Additionally, the heat map for weekly datasets demonstrated high values, establishing the efficacy of PM sensor in PM measurement in highly polluted environmental conditions.
在本研究中,我们首次评估了我们自主设计的低成本颗粒物 (PM) 监测设备(Atmos)在测量 PM 浓度方面的性能。我们在印度德里国家首都地区 (NCR) 的两个地点进行了密集的测量活动,检测了环境中的 PM 水平。在这项研究中,我们验证了未经校准的 Atmos 可以在污染严重的监测点测量环境 PM 浓度。Atmos 中的 PM 浓度,包含基于激光散射的 Plantower PM 传感器,与研究级扫描迁移率颗粒大小计 (SMPS) 与光学颗粒大小计 (OPS) 和空气动力学颗粒大小计 (APS) 联合测量的 PM 浓度相当。未校准的传感器通常可以提供准确的 PM 测量值,特别是在捕捉实时小时浓度变化方面。在选定的部署期间收集的数据的分位数-分位数图 (QQ-plot) 显示了偏态的 PM 数据集。研究仪器之间的强斯皮尔曼等级相关系数(=0.64-0.83)表明,低成本 Plantower PM 传感器在实际环境中测量 PM 具有实用性。此外,每周数据集的热点图显示了高 值,证明了 PM 传感器在高度污染环境条件下测量 PM 的有效性。