Assessment of Low-Cost Particulate Matter Sensor Systems against Optical and Gravimetric Methods in a Field Co-Location in Norway

The increased availability of commercially-available low-cost air quality sensors combined with increased interest in their use by citizen scientists, community groups, and professionals is resulting in rapid adoption, despite data quality concerns. We have characterized three out-the-box PM sensor...

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Main Authors: Matthias Vogt, Philipp Schneider, Nuria Castell, Paul Hamer
Format: Article
Language:English
Published: MDPI AG 2021-07-01
Series:Atmosphere
Subjects:
Online Access:https://www.mdpi.com/2073-4433/12/8/961
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spelling doaj-529dd9fe14ae454791f3d015565a58de2021-08-26T13:31:24ZengMDPI AGAtmosphere2073-44332021-07-011296196110.3390/atmos12080961Assessment of Low-Cost Particulate Matter Sensor Systems against Optical and Gravimetric Methods in a Field Co-Location in NorwayMatthias Vogt0Philipp Schneider1Nuria Castell2Paul Hamer3NILU-Norwegian Institute for Air Research, P.O. Box 100, 2007 Kjeller, NorwayNILU-Norwegian Institute for Air Research, P.O. Box 100, 2007 Kjeller, NorwayNILU-Norwegian Institute for Air Research, P.O. Box 100, 2007 Kjeller, NorwayNILU-Norwegian Institute for Air Research, P.O. Box 100, 2007 Kjeller, NorwayThe increased availability of commercially-available low-cost air quality sensors combined with increased interest in their use by citizen scientists, community groups, and professionals is resulting in rapid adoption, despite data quality concerns. We have characterized three out-the-box PM sensor systems under different environmental conditions, using field colocation against reference equipment. The sensor systems integrate Plantower 5003, Sensirion SPS30 and Alphasense OCP-N3 PM sensors. The first two use photometry as a measuring technique, while the third one is an optical particle counter. For the performance evaluation, we co-located 3 units of each manufacturer and compared the results against optical (FIDAS) and gravimetric (KFG) methods for a period of 7 weeks (28 August to 19 October 2020). During the period from 2nd and 5th October, unusually high PM concentrations were observed due to a long-range transport episode. The results show that the highest correlations between the sensor systems and the optical reference are observed for PM<sub>1</sub>, with coefficients of determination above 0.9, followed by PM<sub>2.5</sub>. All the sensor units struggle to correctly measure PM<sub>10</sub>, and the coefficients of determination vary between 0.45 and 0.64. This behavior is also corroborated when using the gravimetric method, where correlations are significantly higher for PM<sub>2.5</sub> than for PM<sub>10</sub>, especially for the sensor systems based on photometry. During the long range transport event the performance of the photometric sensors was heavily affected, and PM<sub>10</sub> was largely underestimated. The sensor systems evaluated in this study had good agreement with the reference instrumentation for PM<sub>1</sub> and PM<sub>2.5</sub>; however, they struggled to correctly measure PM<sub>10</sub>. The sensors also showed a decrease in accuracy when the ambient size distribution was different from the one for which the manufacturer had calibrated the sensor, and during weather conditions with high relative humidity. When interpreting and communicating air quality data measured using low-cost sensor systems, it is important to consider such limitations in order not to risk misinterpretation of the resulting data.https://www.mdpi.com/2073-4433/12/8/961air qualitylow-cost sensorsfield evaluationgravimetric method
collection DOAJ
language English
format Article
sources DOAJ
author Matthias Vogt
Philipp Schneider
Nuria Castell
Paul Hamer
spellingShingle Matthias Vogt
Philipp Schneider
Nuria Castell
Paul Hamer
Assessment of Low-Cost Particulate Matter Sensor Systems against Optical and Gravimetric Methods in a Field Co-Location in Norway
Atmosphere
air quality
low-cost sensors
field evaluation
gravimetric method
author_facet Matthias Vogt
Philipp Schneider
Nuria Castell
Paul Hamer
author_sort Matthias Vogt
title Assessment of Low-Cost Particulate Matter Sensor Systems against Optical and Gravimetric Methods in a Field Co-Location in Norway
title_short Assessment of Low-Cost Particulate Matter Sensor Systems against Optical and Gravimetric Methods in a Field Co-Location in Norway
title_full Assessment of Low-Cost Particulate Matter Sensor Systems against Optical and Gravimetric Methods in a Field Co-Location in Norway
title_fullStr Assessment of Low-Cost Particulate Matter Sensor Systems against Optical and Gravimetric Methods in a Field Co-Location in Norway
title_full_unstemmed Assessment of Low-Cost Particulate Matter Sensor Systems against Optical and Gravimetric Methods in a Field Co-Location in Norway
title_sort assessment of low-cost particulate matter sensor systems against optical and gravimetric methods in a field co-location in norway
publisher MDPI AG
series Atmosphere
issn 2073-4433
publishDate 2021-07-01
description The increased availability of commercially-available low-cost air quality sensors combined with increased interest in their use by citizen scientists, community groups, and professionals is resulting in rapid adoption, despite data quality concerns. We have characterized three out-the-box PM sensor systems under different environmental conditions, using field colocation against reference equipment. The sensor systems integrate Plantower 5003, Sensirion SPS30 and Alphasense OCP-N3 PM sensors. The first two use photometry as a measuring technique, while the third one is an optical particle counter. For the performance evaluation, we co-located 3 units of each manufacturer and compared the results against optical (FIDAS) and gravimetric (KFG) methods for a period of 7 weeks (28 August to 19 October 2020). During the period from 2nd and 5th October, unusually high PM concentrations were observed due to a long-range transport episode. The results show that the highest correlations between the sensor systems and the optical reference are observed for PM<sub>1</sub>, with coefficients of determination above 0.9, followed by PM<sub>2.5</sub>. All the sensor units struggle to correctly measure PM<sub>10</sub>, and the coefficients of determination vary between 0.45 and 0.64. This behavior is also corroborated when using the gravimetric method, where correlations are significantly higher for PM<sub>2.5</sub> than for PM<sub>10</sub>, especially for the sensor systems based on photometry. During the long range transport event the performance of the photometric sensors was heavily affected, and PM<sub>10</sub> was largely underestimated. The sensor systems evaluated in this study had good agreement with the reference instrumentation for PM<sub>1</sub> and PM<sub>2.5</sub>; however, they struggled to correctly measure PM<sub>10</sub>. The sensors also showed a decrease in accuracy when the ambient size distribution was different from the one for which the manufacturer had calibrated the sensor, and during weather conditions with high relative humidity. When interpreting and communicating air quality data measured using low-cost sensor systems, it is important to consider such limitations in order not to risk misinterpretation of the resulting data.
topic air quality
low-cost sensors
field evaluation
gravimetric method
url https://www.mdpi.com/2073-4433/12/8/961
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