论文标题
对四个低成本PM传感器的现场评估以及可穿戴PM暴露监测系统的设计,开发和现场评估
Field Evaluation of Four Low-cost PM Sensors and Design, Development and Field Evaluation of A Wearable PM Exposure Monitoring System
论文作者
论文摘要
为了减轻研究PM与健康之间关联的研究的明显偏见/错误,这是通过传统PM监测范式对PM暴露的粗略/不充分评估引入的,提出了一个由低成本可穿戴PM设备组成的个性化监测系统。但是,由于缺乏低成本PM传感器的统一评估协议,因此在试图确定建议系统的最佳候选者时,现有研究/数据表的评估结果/性能规范的参考值有限。在这方面,作者呼吁研究界为低成本PM传感器/设备制定标准化的评估协议,并通过采用国际文档中的确定术语,并将其视为最佳实践来确定本手稿中的统一尝试。在HKUST超级场的屋顶上共处,将四个经验选择的PM传感器相互比较,并与两个参考监视器进行校准。然后根据协议根据参考进行评估。在可穿戴设备上选择了Plantower PMS-A003传感器,因为它在负担能力,可移植性,检测能力,数据质量以及湿度和冷凝不敏感的方面优于其他传感器。提出了一种自动化方法来识别和删除相关的凝结异常测量。与已识别的现有设备相比,所提出的设备具有更好的负担能力和可移植性以及类似的可用性和数据可访问性。还在超级现场评估和校准了前10个设备。制造了另外120个单位并将其交付给受试者,以获取其每日PM2.5暴露,以调查与亚临床动脉粥样硬化的关联。
To mitigate the significant biases/errors in research studying the associations between PM and health, which are introduced by the coarse/inadequate assessments of PM exposure from conventional PM monitoring paradigm, a personalized monitoring system consisting of a low-cost wearable PM device is proposed. However, due to the absence of a unifying evaluation protocol for low-cost PM sensors, the evaluation results/performance specifications from existing studies/datasheets are of limited reference values when attempting to determine the best candidate for the proposed system. In this regard, the authors appeal to the research community to develop a standardized evaluation protocol for low-cost PM sensors/devices, and a unifying attempt is established in this manuscript by adopting the definitive terminology from international documents and the evaluation metrics regarded as best practices. Collocated on the rooftop of the HKUST Supersite, four empirically selected PM sensors were compared against each other and calibrated against two reference monitors. They were then evaluated against the reference following the protocol. The PlanTower PMS-A003 sensor was selected for the wearable device as it outperformed the others in terms of affordability, portability, detection capability, data quality, as well as humidity and condensation insusceptibility. An automated approach was proposed to identify and remove the condensation associated abnormal measurements. The proposed device has better affordability and portability as well as similar usability and data accessibility compared to those existing devices recognized. The first 10 devices were also evaluated and calibrated at the Supersite. Additional 120 units were manufactured and delivered to the subjects to acquire their daily PM2.5 exposures for investigating the association with subclinical atherosclerosis.