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用于 PM 监测的经济型原型的首次实验室测试:P.ALP 评估。

First in-Lab Testing of a Cost-Effective Prototype for PM Monitoring: The P.ALP Assessment.

机构信息

Department of Science and High Technology, University of Insubria, Via Valleggio 11, 22100 Como, Italy.

Department of Medical and Surgical Sciences, University of Bologna, Via Palagi 9, 40138 Bologna, Italy.

出版信息

Sensors (Basel). 2024 Sep 12;24(18):5915. doi: 10.3390/s24185915.

Abstract

The goal of the present research was to assess, under controlled laboratory conditions, the accuracy and precision of a prototype device (named 'P.ALP': Ph.D. Air-quality Low-cost Project) developed for PM concentration level monitoring. Indeed, this study follows a complementary manuscript (previously published) focusing on the in-field evaluation of the device's performance. Four P.ALP prototypes were co-located with the reference instrument in a calm-air aerosol chamber at the NIOSH laboratories in Pittsburgh, PA (USA), used by the Center for Direct Reading and Sensor Technologies. The devices were tested for 10 monitoring days under several exposure conditions. To evaluate the performance of the prototypes, different approaches were employed. After the data from the devices were stored and prepared for analysis, to assess the accuracy (comparing the reference instrument with the prototypes) and the precision (comparing all the possible pairs of devices) of the P.ALPs, linear regression analysis was performed. Moreover, to find out the applicability field of this device, the US EPA's suggested criteria were adopted, and to assess error trends of the prototype in the process of data acquisition, Bland-Altman plots were built. The findings show that, by introducing ad hoc calibration factors, the P.ALP's performance needs to be further implemented, but the device can monitor the concentration trend variations with satisfying accuracy. Overall, the P.ALP can be involved in and adapted to a wide range of applications because of the inexpensive nature of the components, the small dimensions, and the high data storage capacity.

摘要

本研究的目的是在受控的实验室条件下评估一种用于 PM 浓度水平监测的原型设备(命名为“P.ALP”:博士空气质量低成本项目)的准确性和精密度。实际上,这项研究是对设备性能的现场评估的补充研究(先前已发表)。四个 P.ALP 原型机与参考仪器一起放置在匹兹堡 NIOSH 实验室的平静空气气溶胶室中,该实验室由直接读数和传感器技术中心使用。在几种暴露条件下,设备经过了 10 天的监测测试。为了评估原型机的性能,采用了不同的方法。在存储和准备分析设备数据之后,为了评估 P.ALPs 的准确性(将参考仪器与原型机进行比较)和精密度(将所有可能的设备对进行比较),进行了线性回归分析。此外,为了确定该设备的适用领域,采用了美国环保署的建议标准,并为了评估原型在数据采集过程中的误差趋势,构建了 Bland-Altman 图。研究结果表明,通过引入专门的校准因子,可以进一步实现 P.ALP 的性能,但该设备可以以令人满意的准确性监测浓度趋势变化。总体而言,由于组件价格低廉、尺寸小巧和高数据存储容量,P.ALP 可以应用于广泛的应用领域,并可以进行相应的调整。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e284/11436052/bd054a09f4ce/sensors-24-05915-g001.jpg

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