Integration and calibration of non-dispersive infrared (NDIR) CO<sub>2</sub> low-cost sensors and their operation in a sensor network covering Switzerland

<p>More than 300 non-dispersive infrared (NDIR) <span class="inline-formula">CO<sub>2</sub></span> low-cost sensors labelled as LP8 were integrated into sensor units and evaluated for the purpose of long-term operation in the Carbosense <span class="in...

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Main Authors: M. Müller, P. Graf, J. Meyer, A. Pentina, D. Brunner, F. Perez-Cruz, C. Hüglin, L. Emmenegger
Format: Article
Language:English
Published: Copernicus Publications 2020-07-01
Series:Atmospheric Measurement Techniques
Online Access:https://www.atmos-meas-tech.net/13/3815/2020/amt-13-3815-2020.pdf
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spelling doaj-01b2e9ebb0e346149ec6e7cb78b381842020-11-25T03:59:48ZengCopernicus PublicationsAtmospheric Measurement Techniques1867-13811867-85482020-07-01133815383410.5194/amt-13-3815-2020Integration and calibration of non-dispersive infrared (NDIR) CO<sub>2</sub> low-cost sensors and their operation in a sensor network covering SwitzerlandM. Müller0P. Graf1J. Meyer2A. Pentina3D. Brunner4F. Perez-Cruz5C. Hüglin6L. Emmenegger7Empa, Swiss Federal Laboratories for Materials Science and Technology, Dübendorf, SwitzerlandEmpa, Swiss Federal Laboratories for Materials Science and Technology, Dübendorf, SwitzerlandDecentlab GmbH, Dübendorf, SwitzerlandSwiss Data Science Center, Zurich, SwitzerlandEmpa, Swiss Federal Laboratories for Materials Science and Technology, Dübendorf, SwitzerlandSwiss Data Science Center, Zurich, SwitzerlandEmpa, Swiss Federal Laboratories for Materials Science and Technology, Dübendorf, SwitzerlandEmpa, Swiss Federal Laboratories for Materials Science and Technology, Dübendorf, Switzerland<p>More than 300 non-dispersive infrared (NDIR) <span class="inline-formula">CO<sub>2</sub></span> low-cost sensors labelled as LP8 were integrated into sensor units and evaluated for the purpose of long-term operation in the Carbosense <span class="inline-formula">CO<sub>2</sub></span> sensor network in Switzerland. Prior to deployment, all sensors were calibrated in a pressure and climate chamber and in ambient conditions co-located with a reference instrument. To investigate their long-term performance and to test different data processing strategies, 18 sensors were deployed at five locations equipped with a reference instrument after calibration. Their accuracy during 19 to 25 months deployment was between 8 and 12&thinsp;ppm. This level of accuracy requires careful sensor calibration prior to deployment, continuous monitoring of the sensors, efficient data filtering, and a procedure to correct drifts and jumps in the sensor signal during operation. High relative humidity (&gt;&thinsp;<span class="inline-formula">∼85 <i>%</i></span>) impairs the LP8 measurements, and corresponding data filtering results in a significant loss during humid conditions. The LP8 sensors are not suitable for the detection of small regional gradients and long-term trends. However, with careful data processing, the sensors are able to resolve <span class="inline-formula">CO<sub>2</sub></span> changes and differences with a magnitude larger than about 30&thinsp;ppm. Thereby, the sensor can resolve the site-specific <span class="inline-formula">CO<sub>2</sub></span> signal at most locations in Switzerland. A low-power network (LPN) using LoRaWAN allowed for reliable data transmission with low energy consumption and proved to be a key element of the Carbosense low-cost sensor network.</p>https://www.atmos-meas-tech.net/13/3815/2020/amt-13-3815-2020.pdf
collection DOAJ
language English
format Article
sources DOAJ
author M. Müller
P. Graf
J. Meyer
A. Pentina
D. Brunner
F. Perez-Cruz
C. Hüglin
L. Emmenegger
spellingShingle M. Müller
P. Graf
J. Meyer
A. Pentina
D. Brunner
F. Perez-Cruz
C. Hüglin
L. Emmenegger
Integration and calibration of non-dispersive infrared (NDIR) CO<sub>2</sub> low-cost sensors and their operation in a sensor network covering Switzerland
Atmospheric Measurement Techniques
author_facet M. Müller
P. Graf
J. Meyer
A. Pentina
D. Brunner
F. Perez-Cruz
C. Hüglin
L. Emmenegger
author_sort M. Müller
title Integration and calibration of non-dispersive infrared (NDIR) CO<sub>2</sub> low-cost sensors and their operation in a sensor network covering Switzerland
title_short Integration and calibration of non-dispersive infrared (NDIR) CO<sub>2</sub> low-cost sensors and their operation in a sensor network covering Switzerland
title_full Integration and calibration of non-dispersive infrared (NDIR) CO<sub>2</sub> low-cost sensors and their operation in a sensor network covering Switzerland
title_fullStr Integration and calibration of non-dispersive infrared (NDIR) CO<sub>2</sub> low-cost sensors and their operation in a sensor network covering Switzerland
title_full_unstemmed Integration and calibration of non-dispersive infrared (NDIR) CO<sub>2</sub> low-cost sensors and their operation in a sensor network covering Switzerland
title_sort integration and calibration of non-dispersive infrared (ndir) co<sub>2</sub> low-cost sensors and their operation in a sensor network covering switzerland
publisher Copernicus Publications
series Atmospheric Measurement Techniques
issn 1867-1381
1867-8548
publishDate 2020-07-01
description <p>More than 300 non-dispersive infrared (NDIR) <span class="inline-formula">CO<sub>2</sub></span> low-cost sensors labelled as LP8 were integrated into sensor units and evaluated for the purpose of long-term operation in the Carbosense <span class="inline-formula">CO<sub>2</sub></span> sensor network in Switzerland. Prior to deployment, all sensors were calibrated in a pressure and climate chamber and in ambient conditions co-located with a reference instrument. To investigate their long-term performance and to test different data processing strategies, 18 sensors were deployed at five locations equipped with a reference instrument after calibration. Their accuracy during 19 to 25 months deployment was between 8 and 12&thinsp;ppm. This level of accuracy requires careful sensor calibration prior to deployment, continuous monitoring of the sensors, efficient data filtering, and a procedure to correct drifts and jumps in the sensor signal during operation. High relative humidity (&gt;&thinsp;<span class="inline-formula">∼85 <i>%</i></span>) impairs the LP8 measurements, and corresponding data filtering results in a significant loss during humid conditions. The LP8 sensors are not suitable for the detection of small regional gradients and long-term trends. However, with careful data processing, the sensors are able to resolve <span class="inline-formula">CO<sub>2</sub></span> changes and differences with a magnitude larger than about 30&thinsp;ppm. Thereby, the sensor can resolve the site-specific <span class="inline-formula">CO<sub>2</sub></span> signal at most locations in Switzerland. A low-power network (LPN) using LoRaWAN allowed for reliable data transmission with low energy consumption and proved to be a key element of the Carbosense low-cost sensor network.</p>
url https://www.atmos-meas-tech.net/13/3815/2020/amt-13-3815-2020.pdf
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