Review of the Performance of Low-Cost Sensors for Air Quality Monitoring

被引:227
|
作者
Karagulian, Federico [1 ]
Barbiere, Maurizio [1 ]
Kotsev, Alexander [1 ]
Spinelle, Laurent [2 ,3 ]
Gerboles, Michel [1 ]
Lagler, Friedrich [1 ]
Redon, Nathalie [4 ]
Crunaire, Sabine [4 ]
Borowiak, Annette [1 ]
机构
[1] JRC, European Commiss, Via Enrico Fermi 2749, I-21027 Ispra, Italy
[2] Inst Natl Environm Ind & Risques INERIS, Parc Technol Alata,BP 2, F-60550 Verneuil En Halatte, France
[3] LCSQA, Parc Technol Alata,BP 2, F-60550 Verneuil En Halatte, France
[4] Univ Lille, IMT Lille Douai, SAGE Dept Sci Atmosphere & Genie Environm, F-59000 Lille, France
关键词
electrochemical sensors; metal oxide sensors; optical particle counters; nephelometers; citizen science; performance evaluation; sensor validation; air quality monitoring; PARTICULATE MATTER; GAS SENSORS; ELECTROCHEMICAL SENSORS; FIELD CALIBRATION; PARTICLE COUNTER; AMBIENT AIR; LABORATORY EVALUATION; AMPEROMETRIC SENSORS; AVAILABLE SENSORS; POLLUTION;
D O I
10.3390/atmos10090506
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
A growing number of companies have started commercializing low-cost sensors (LCS) that are said to be able to monitor air pollution in outdoor air. The benefit of the use of LCS is the increased spatial coverage when monitoring air quality in cities and remote locations. Today, there are hundreds of LCS commercially available on the market with costs ranging from several hundred to several thousand euro. At the same time, the scientific literature currently reports independent evaluation of the performance of LCS against reference measurements for about 110 LCS. These studies report that LCS are unstable and often affected by atmospheric conditions-cross-sensitivities from interfering compounds that may change LCS performance depending on site location. In this work, quantitative data regarding the performance of LCS against reference measurement are presented. This information was gathered from published reports and relevant testing laboratories. Other information was drawn from peer-reviewed journals that tested different types of LCS in research studies. Relevant metrics about the comparison of LCS systems against reference systems highlighted the most cost-effective LCS that could be used to monitor air quality pollutants with a good level of agreement represented by a coefficient of determination R-2 > 0.75 and slope close to 1.0. This review highlights the possibility to have versatile LCS able to operate with multiple pollutants and preferably with transparent LCS data treatment.
引用
收藏
页数:41
相关论文
共 50 条
  • [41] An Air Quality Monitoring and Forecasting System for Lima City With Low-Cost Sensors and Artificial Intelligence Models
    Montalvo, Lourdes
    Fosca, David
    Paredes, Diego
    Abarca, Monica
    Saito, Carlos
    Villanueva, Edwin
    [J]. FRONTIERS IN SUSTAINABLE CITIES, 2022, 4
  • [42] Laboratory Evaluation and Calibration of Low-Cost Sensors for Air Quality Measurement
    Ionascu, Marian-Emanuel
    Gruicin, Iasmina
    Marcu, Marius
    [J]. 2018 IEEE 12TH INTERNATIONAL SYMPOSIUM ON APPLIED COMPUTATIONAL INTELLIGENCE AND INFORMATICS (SACI), 2018, : 395 - 400
  • [43] The use of electrochemical sensors for monitoring urban air quality in low-cost, high-density networks
    Mead, M. I.
    Popoola, O. A. M.
    Stewart, G. B.
    Landshoff, P.
    Calleja, M.
    Hayes, M.
    Baldovi, J. J.
    McLeod, M. W.
    Hodgson, T. F.
    Dicks, J.
    Lewis, A.
    Cohen, J.
    Baron, R.
    Saffell, J. R.
    Jones, R. L.
    [J]. ATMOSPHERIC ENVIRONMENT, 2013, 70 : 186 - 203
  • [44] The use of low-cost sensors for air quality analysis in road intersections
    Brzozowski, Krzysztof
    Rygula, Artur
    Maczynski, Andrzej
    [J]. TRANSPORTATION RESEARCH PART D-TRANSPORT AND ENVIRONMENT, 2019, 77 : 198 - 211
  • [45] Air quality low-cost sensors and monitoring stations NO2 raw dataset in Rouen (France)
    Thulliez, Emma
    Portier, Bruno
    Bobbia, Michel
    Poggi, Jean-Michel
    [J]. DATA IN BRIEF, 2023, 49
  • [46] Development of a reliable measurement station for air quality monitoring based on low-cost sensors and active redundancy
    Poupry, Sylvain
    Beler, Cedrick
    Medjaher, Kamal
    [J]. IFAC PAPERSONLINE, 2022, 55 (05): : 7 - 12
  • [47] City-Scale Air Quality Network of Low-Cost Sensors
    Masic, Adnan
    [J]. ATMOSPHERE, 2024, 15 (07)
  • [48] Observed data quality concerns involving low-cost air sensors
    Clements, Andrea L.
    Reece, Stephen
    Conner, Teri
    Williams, Ron
    [J]. ATMOSPHERIC ENVIRONMENT-X, 2019, 3
  • [49] Low-Cost Air Quality Sensors: Biases, Corrections and Challenges in Their Comparability
    Hayward, Idris
    Martin, Nicholas A.
    Ferracci, Valerio
    Kazemimanesh, Mohsen
    Kumar, Prashant
    [J]. Atmosphere, 2024, 15 (12)
  • [50] Reliable Low-Cost Air Quality Monitoring Using Off-The-Shelf Sensors and Statistical Calibration
    Drajic, Dejan D.
    Gligoric, Nenad R.
    [J]. ELEKTRONIKA IR ELEKTROTECHNIKA, 2020, 26 (02) : 32 - 41