Assessing the Utility of Low-Cost Particulate Matter Sensors over a 12-Week Period in the Cuyama Valley of California

被引:105
作者
Mukherjee, Anondo [1 ,2 ]
Stanton, Levi G. [1 ]
Graham, Ashley R. [1 ]
Roberts, Paul T. [1 ]
机构
[1] Sonoma Technol Inc, 1450 N McDowell Blvd,Suite 200, Petaluma, CA 94954 USA
[2] Univ Colorado Boulder, Dept Atmospher & Ocean Sci, Boulder, CO 80309 USA
关键词
low-cost sensors; performance evaluation; air quality monitoring; pollution; particulate matter; AIR-POLLUTION; QUALITY; NETWORK; DEVICES;
D O I
10.3390/s17081805
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
The use of low-cost air quality sensors has proliferated among non-profits and citizen scientists, due to their portability, affordability, and ease of use. Researchers are examining the sensors for their potential use in a wide range of applications, including the examination of the spatial and temporal variability of particulate matter (PM). However, few studies have quantified the performance (e.g., accuracy, precision, and reliability) of the sensors under real-world conditions. This study examined the performance of two models of PM sensors, the AirBeam and the Alphasense Optical Particle Counter (OPC-N2), over a 12-week period in the Cuyama Valley of California, where PM concentrations are impacted by wind-blown dust events and regional transport. The sensor measurements were compared with observations from two well-characterized instruments: the GRIMM 11-R optical particle counter, and the Met One beta attenuation monitor (BAM). Both sensor models demonstrated a high degree of collocated precision (R-2 = 0.8-0.99), and a moderate degree of correlation against the reference instruments (R-2 = 0.6-0.76). Sensor measurements were influenced by the meteorological environment and the aerosol size distribution. Quantifying the performance of sensors in real-world conditions is a requisite step to ensuring that sensors will be used in ways commensurate with their data quality.
引用
收藏
页数:16
相关论文
共 21 条
  • [11] Community Air Sensor Network (CAIRSENSE) project: evaluation of low-cost sensor performance in a suburban environment in the southeastern United States
    Jiao, Wan
    Hagler, Gayle
    Williams, Ronald
    Sharpe, Robert
    Brown, Ryan
    Garver, Daniel
    Judge, Robert
    Caudill, Motria
    Rickard, Joshua
    Davis, Michael
    Weinstock, Lewis
    Zimmer-Dauphinee, Susan
    Buckley, Ken
    [J]. ATMOSPHERIC MEASUREMENT TECHNIQUES, 2016, 9 (11) : 5281 - 5292
  • [12] On the use of small and cheaper sensors and devices for indicative citizen-based monitoring of respirable particulate matter
    Jovasevic-Stojanovic, Milena
    Bartonova, Alena
    Topalovic, Dusan
    Lazovic, Ivan
    Pokric, Boris
    Ristovski, Zoran
    [J]. ENVIRONMENTAL POLLUTION, 2015, 206 : 696 - 704
  • [13] The rise of low-cost sensing for managing air pollution in cities
    Kumar, Prashant
    Morawska, Lidia
    Martani, Claudio
    Biskos, George
    Neophytou, Marina
    Di Sabatino, Silvana
    Bell, Margaret
    Norford, Leslie
    Britter, Rex
    [J]. ENVIRONMENT INTERNATIONAL, 2015, 75 : 199 - 205
  • [14] The contribution of outdoor air pollution sources to premature mortality on a global scale
    Lelieveld, J.
    Evans, J. S.
    Fnais, M.
    Giannadaki, D.
    Pozzer, A.
    [J]. NATURE, 2015, 525 (7569) : 367 - +
  • [15] Validate personal air-pollution sensors
    Lewis, Alastair
    Edwards, Peter
    [J]. NATURE, 2016, 535 (7610) : 29 - 31
  • [16] 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
  • [17] Variability in and Agreement between Modeled and Personal Continuously Measured Black Carbon Levels Using Novel Smartphone and Sensor Technologies
    Nieuwenhuijsen, Mark J.
    Donaire-Gonzalez, David
    Rivas, Ioar
    de Castro, Montserrat
    Cirach, Marta
    Hoek, Gerard
    Seto, Edmund
    Jerrett, Michael
    Sunyer, Jordi
    [J]. ENVIRONMENTAL SCIENCE & TECHNOLOGY, 2015, 49 (05) : 2977 - 2982
  • [18] The next generation of low-cost personal air quality sensors for quantitative exposure monitoring
    Piedrahita, R.
    Xiang, Y.
    Masson, N.
    Ortega, J.
    Collier, A.
    Jiang, Y.
    Li, K.
    Dick, R. P.
    Lv, Q.
    Hannigan, M.
    Shang, L.
    [J]. ATMOSPHERIC MEASUREMENT TECHNIQUES, 2014, 7 (10) : 3325 - 3336
  • [19] The health relevance of ambient particulate matter characteristics: Coherence of toxicological and epidemiological inferences
    Schlesinger, RB
    Kunzli, N
    Hidy, GM
    Gotschi, T
    Jerrett, M
    [J]. INHALATION TOXICOLOGY, 2006, 18 (02) : 95 - 125
  • [20] The Changing Paradigm of Air Pollution Monitoring
    Snyder, Emily G.
    Watkins, Timothy H.
    Solomon, Paul A.
    Thoma, Eben D.
    Williams, Ronald W.
    Hagler, Gayle S. W.
    Shelow, David
    Hindin, David A.
    Kilaru, Vasu J.
    Preuss, Peter W.
    [J]. ENVIRONMENTAL SCIENCE & TECHNOLOGY, 2013, 47 (20) : 11369 - 11377