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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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 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 (> <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 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 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 (> <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 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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