Low-cost monitoring of atmospheric PM-development and testing

被引:17
作者
Bathory, Csongor [1 ]
Dobo, Zsolt [1 ]
Garami, Attila [1 ]
Palotas, Arpad [1 ]
Toth, Pal [1 ]
机构
[1] Univ Miskolc, Dept Combust Technol & Thermal Energy, H-3515 Miskolc, Hungary
关键词
Particulate matter; Low-cost sensors; Environmental monitoring; AEROSOL OPTICAL COUNTER/SIZER; URBAN AIR-QUALITY; PARTICULATE MATTER; BALLOON MEASUREMENTS; SIZE DISTRIBUTION; FIELD-EVALUATION; PARTICLES; POLLUTION; EXPOSURE; SENSORS;
D O I
10.1016/j.jenvman.2021.114158
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Ambient particulate matter (PM) pollution is a significant problem in many urban and rural regions and has severe human health implications. Real-time, spatially dense monitoring using a network of low-cost sensors (LCS) was previously proposed as a way to alleviate the problem of PM. In this study, the performance of an LCS (Plantower PMS7003), a candidate for use in such a network, was investigated. The sensor was calibrated in a controlled climate chamber against a standard reference aerosol monitor. Reproducibility and calibration were evaluated in laboratory tests. Long-term, in-field performance was studied via deploying an LCS assembly at an environmental monitoring station. Results indicated excellent unit-to-unit consistency; however, each sensor needed to be calibrated individually as their characteristics varied slightly. Based on the results of a 15-month field test, quantitative and indicative LCS performance appeared promising: overall indicative accuracy was approximately 73-75% with comparable precision and recall. It is advised that the LCS are cleaned after 6-8 months of operation. Overall, the LCS appeared suitable for low-cost monitoring.
引用
收藏
页数:8
相关论文
共 50 条
[21]   Evaluation of new low-cost particle monitors for PM2.5 concentrations measurements [J].
Zikova, Nadezda ;
Hopke, Philip K. ;
Ferro, Andrea R. .
JOURNAL OF AEROSOL SCIENCE, 2017, 105 :24-34
[22]   Calibration of low-cost particulate matter sensors for coal dust monitoring [J].
Amoah, Nana A. ;
Xu, Guang ;
Kumar, Ashish Ranjan ;
Wang, Yang .
SCIENCE OF THE TOTAL ENVIRONMENT, 2023, 859
[23]   Laboratory assessment of low-cost PM monitors [J].
Manikonda, Abhisek ;
Zikova, Nadezda ;
Hopke, Philip K. ;
Ferro, Andrea R. .
JOURNAL OF AEROSOL SCIENCE, 2016, 102 :29-40
[24]   Data Evaluation of a Low-Cost Sensor Network for Atmospheric Particulate Matter Monitoring in 15 Municipalities in Serbia [J].
Stojanovic, Danka B. ;
Kleut, Duska ;
Davidovic, Milos ;
Zivkovic, Marija ;
Ramadani, Uzahir ;
Jovanovic, Maja ;
Lazovic, Ivan ;
Jovasevic-Stojanovic, Milena .
SENSORS, 2024, 24 (13)
[25]   A Low-Cost Liquid-Based Capacitive Sensor for PM2.5 Monitoring [J].
Ashoori, Ehsan ;
Parsnejad, Sina ;
Yin, Heyu ;
Figueroa, J. ;
Sepulveda, N. ;
Mason, Andrew J. .
2021 IEEE INTERNATIONAL MIDWEST SYMPOSIUM ON CIRCUITS AND SYSTEMS (MWSCAS), 2021, :907-910
[26]   Development of a low-cost sensing platform for air quality monitoring: application in the city of Rome [J].
Shindler, Luca .
ENVIRONMENTAL TECHNOLOGY, 2021, 42 (04) :618-631
[27]   Seasonal Changes in Urban PM2.5 Hotspots and Sources from Low-Cost Sensors [J].
Harr, Lorenz ;
Sinsel, Tim ;
Simon, Helge ;
Esper, Jan .
ATMOSPHERE, 2022, 13 (05)
[28]   Temporal and spatial variation of PM2.5 in indoor air monitored by low-cost sensors [J].
Shen, Huizhong ;
Hou, Weiying ;
Zhu, Yaqi ;
Zheng, Shuxiu ;
Ainiwaer, Subinuer ;
Shen, Guofeng ;
Chen, Yilin ;
Cheng, Hefa ;
Hu, Jianying ;
Wan, Yi ;
Tao, Shu .
SCIENCE OF THE TOTAL ENVIRONMENT, 2021, 770
[29]   Development of Low-Cost Air Quality Stations for Next Generation Monitoring Networks: Calibration and Validation of PM2.5 and PM10 Sensors [J].
Cavaliere, Alice ;
Carotenuto, Federico ;
Di Gennaro, Filippo ;
Gioli, Beniamino ;
Gualtieri, Giovanni ;
Martelli, Francesca ;
Matese, Alessandro ;
Toscano, Piero ;
Vagnoli, Carolina ;
Zaldei, Alessandro .
SENSORS, 2018, 18 (09)
[30]   High-Resolution Monitoring of Atmospheric Pollutants Using a System of Low-Cost Sensors [J].
Rajasegarar, Sutharshan ;
Havens, Timothy C. ;
Karunasekera, Shanika ;
Leckie, Christopher ;
Bezdek, James C. ;
Jamriska, Milan ;
Gunatilaka, Ajith ;
Skvortsov, Alex ;
Palaniswami, Marimuthu .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2014, 52 (07) :3823-3832