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Improving the Quality of Measurements Made by Alphasense NO(2) Non-Reference Sensors Using the Mathematical Methods
Conventional NO(2) monitoring devices are relatively cumbersome, expensive, and have a relatively high-power consumption that limits their use to fixed sites. On the other hand, they offer high-quality measurements. In contrast, the low-cost NO(2) sensors offer greater flexibility, are smaller, and...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9144097/ https://www.ncbi.nlm.nih.gov/pubmed/35632025 http://dx.doi.org/10.3390/s22103619 |
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author | Rogulski, Mariusz Badyda, Artur Gayer, Anna Reis, Johnny |
author_facet | Rogulski, Mariusz Badyda, Artur Gayer, Anna Reis, Johnny |
author_sort | Rogulski, Mariusz |
collection | PubMed |
description | Conventional NO(2) monitoring devices are relatively cumbersome, expensive, and have a relatively high-power consumption that limits their use to fixed sites. On the other hand, they offer high-quality measurements. In contrast, the low-cost NO(2) sensors offer greater flexibility, are smaller, and allow greater coverage of the area with the measuring devices. However, their disadvantage is much lower accuracy. The main goal of this study was to investigate the measurement data quality of NO2-B43F Alphasense sensors. The measurement performance analysis of Alphasense NO2-B43F sensors was conducted in two research areas in Poland. Sensors were placed near fixed, professional air quality monitoring stations, carrying out measurements based on reference methods, in the following periods: July–November, and December–May. Results of the study show that without using sophisticated correction methods, the range of measured air pollution concentrations may be greater than their actual values in ambient air—measured in the field by fixed stations. In the case of summer months (with air temperature over 30 °C), the long-term mean absolute percentage error was over 150% and the sensors, using the methods recommended by the manufacturer, in the case of high temperatures could even show negative values. After applying the mathematical correction functions proposed in this article, it was possible to significantly reduce long-term errors (to 40–70% per month, regardless of the location of the measurements) and eliminate negative measurement values. The proposed method is based on the recalculation of the raw measurement, air temperature, and air RH and does not require the use of extensive analytical tools. |
format | Online Article Text |
id | pubmed-9144097 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-91440972022-05-29 Improving the Quality of Measurements Made by Alphasense NO(2) Non-Reference Sensors Using the Mathematical Methods Rogulski, Mariusz Badyda, Artur Gayer, Anna Reis, Johnny Sensors (Basel) Article Conventional NO(2) monitoring devices are relatively cumbersome, expensive, and have a relatively high-power consumption that limits their use to fixed sites. On the other hand, they offer high-quality measurements. In contrast, the low-cost NO(2) sensors offer greater flexibility, are smaller, and allow greater coverage of the area with the measuring devices. However, their disadvantage is much lower accuracy. The main goal of this study was to investigate the measurement data quality of NO2-B43F Alphasense sensors. The measurement performance analysis of Alphasense NO2-B43F sensors was conducted in two research areas in Poland. Sensors were placed near fixed, professional air quality monitoring stations, carrying out measurements based on reference methods, in the following periods: July–November, and December–May. Results of the study show that without using sophisticated correction methods, the range of measured air pollution concentrations may be greater than their actual values in ambient air—measured in the field by fixed stations. In the case of summer months (with air temperature over 30 °C), the long-term mean absolute percentage error was over 150% and the sensors, using the methods recommended by the manufacturer, in the case of high temperatures could even show negative values. After applying the mathematical correction functions proposed in this article, it was possible to significantly reduce long-term errors (to 40–70% per month, regardless of the location of the measurements) and eliminate negative measurement values. The proposed method is based on the recalculation of the raw measurement, air temperature, and air RH and does not require the use of extensive analytical tools. MDPI 2022-05-10 /pmc/articles/PMC9144097/ /pubmed/35632025 http://dx.doi.org/10.3390/s22103619 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Rogulski, Mariusz Badyda, Artur Gayer, Anna Reis, Johnny Improving the Quality of Measurements Made by Alphasense NO(2) Non-Reference Sensors Using the Mathematical Methods |
title | Improving the Quality of Measurements Made by Alphasense NO(2) Non-Reference Sensors Using the Mathematical Methods |
title_full | Improving the Quality of Measurements Made by Alphasense NO(2) Non-Reference Sensors Using the Mathematical Methods |
title_fullStr | Improving the Quality of Measurements Made by Alphasense NO(2) Non-Reference Sensors Using the Mathematical Methods |
title_full_unstemmed | Improving the Quality of Measurements Made by Alphasense NO(2) Non-Reference Sensors Using the Mathematical Methods |
title_short | Improving the Quality of Measurements Made by Alphasense NO(2) Non-Reference Sensors Using the Mathematical Methods |
title_sort | improving the quality of measurements made by alphasense no(2) non-reference sensors using the mathematical methods |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9144097/ https://www.ncbi.nlm.nih.gov/pubmed/35632025 http://dx.doi.org/10.3390/s22103619 |
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