Articles | Volume 11, issue 1
https://doi.org/10.5194/amt-11-315-2018
https://doi.org/10.5194/amt-11-315-2018
Research article
 | 
15 Jan 2018
Research article |  | 15 Jan 2018

Calibration and assessment of electrochemical air quality sensors by co-location with regulatory-grade instruments

David H. Hagan, Gabriel Isaacman-VanWertz, Jonathan P. Franklin, Lisa M. M. Wallace, Benjamin D. Kocar, Colette L. Heald, and Jesse H. Kroll

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Revised manuscript accepted for AMT
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Cited articles

Altman, N. S.: An introduction to kernel and nearest-neighbor nonparametric regression, Am. Stat., 46, 175–185, https://doi.org/10.1080/00031305.1992.10475879, 1992.
Breiman, L.: Bagging predictors, Mach. Learn., 24, 123–140, https://doi.org/10.1007/BF00058655, 1996.
Breiman, L., Friedman, J. H., Olshen, R. A., and Stone, C. J.: Classification and Regression Trees, Wadsworth & Brooks/Cole Advanced Books & Software, Monterey, CA, USA, 1984.
Cao, Z., Buttner, W. J., and Stetter, J. R.: The properties and applications of amperometric gas sensors, Electroanal., 4, 253–266, https://doi.org/10.1002/elan.1140040302, 1992.
Castell, N., Dauge, F. R., Schneider, P., Vogt, M., Lerner, U., Fishbain, B., Broday, D., and Bartonova, A.: Can commercial low-cost sensor platforms contribute to air quality monitoring and exposure estimates?, Environ. Int., 99, 293–302, https://doi.org/10.1016/j.envint.2016.12.007, 2017.
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The use of low-cost sensors for air pollution research has outpaced our understanding of their capabilities and limitations under real-world conditions. Here we describe the deployment, calibration and evaluation of electrochemical sensors on the Island of Hawai‘i. We obtain excellent performance (RMSE < 7 ppb, r2 = 0.997) across a wide dynamic range (1 ppb–2 ppm). We introduce a hybrid regression algorithm which works across a large dynamic range and shows little decay in sensitivity over time.