Cargando…
Impact Analysis of Temperature and Humidity Conditions on Electrochemical Sensor Response in Ambient Air Quality Monitoring
The increasing applications of low-cost air sensors promises more convenient and cost-effective systems for air monitoring in many places and under many conditions. However, the data quality from such systems has not been fully characterized and may not meet user expectations in research and regulat...
Autores principales: | , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2018
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5855876/ https://www.ncbi.nlm.nih.gov/pubmed/29360749 http://dx.doi.org/10.3390/s18020059 |
_version_ | 1783307200222986240 |
---|---|
author | Wei, Peng Ning, Zhi Ye, Sheng Sun, Li Yang, Fenhuan Wong, Ka Chun Westerdahl, Dane Louie, Peter K. K. |
author_facet | Wei, Peng Ning, Zhi Ye, Sheng Sun, Li Yang, Fenhuan Wong, Ka Chun Westerdahl, Dane Louie, Peter K. K. |
author_sort | Wei, Peng |
collection | PubMed |
description | The increasing applications of low-cost air sensors promises more convenient and cost-effective systems for air monitoring in many places and under many conditions. However, the data quality from such systems has not been fully characterized and may not meet user expectations in research and regulatory uses, or for use in citizen science. In our study, electrochemical sensors (Alphasense B4 series) for carbon monoxide (CO), nitric oxide (NO), nitrogen dioxide (NO(2)), and oxidants (O(x)) were evaluated under controlled laboratory conditions to identify the influencing factors and quantify their relation with sensor outputs. Based on the laboratory tests, we developed different correction methods to compensate for the impact of ambient conditions. Further, the sensors were assembled into a monitoring system and tested in ambient conditions in Hong Kong side-by-side with regulatory reference monitors, and data from these tests were used to evaluate the performance of the models, to refine them, and validate their applicability in variable ambient conditions in the field. The more comprehensive correction models demonstrated enhanced performance when compared with uncorrected data. One over-arching observation of this study is that the low-cost sensors may promise excellent sensitivity and performance, but it is essential for users to understand and account for several key factors that may strongly affect the nature of sensor data. In this paper, we also evaluated factors of multi-month stability, temperature, and humidity, and considered the interaction of oxidant gases NO(2) and ozone on a newly introduced oxidant sensor. |
format | Online Article Text |
id | pubmed-5855876 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-58558762018-03-20 Impact Analysis of Temperature and Humidity Conditions on Electrochemical Sensor Response in Ambient Air Quality Monitoring Wei, Peng Ning, Zhi Ye, Sheng Sun, Li Yang, Fenhuan Wong, Ka Chun Westerdahl, Dane Louie, Peter K. K. Sensors (Basel) Article The increasing applications of low-cost air sensors promises more convenient and cost-effective systems for air monitoring in many places and under many conditions. However, the data quality from such systems has not been fully characterized and may not meet user expectations in research and regulatory uses, or for use in citizen science. In our study, electrochemical sensors (Alphasense B4 series) for carbon monoxide (CO), nitric oxide (NO), nitrogen dioxide (NO(2)), and oxidants (O(x)) were evaluated under controlled laboratory conditions to identify the influencing factors and quantify their relation with sensor outputs. Based on the laboratory tests, we developed different correction methods to compensate for the impact of ambient conditions. Further, the sensors were assembled into a monitoring system and tested in ambient conditions in Hong Kong side-by-side with regulatory reference monitors, and data from these tests were used to evaluate the performance of the models, to refine them, and validate their applicability in variable ambient conditions in the field. The more comprehensive correction models demonstrated enhanced performance when compared with uncorrected data. One over-arching observation of this study is that the low-cost sensors may promise excellent sensitivity and performance, but it is essential for users to understand and account for several key factors that may strongly affect the nature of sensor data. In this paper, we also evaluated factors of multi-month stability, temperature, and humidity, and considered the interaction of oxidant gases NO(2) and ozone on a newly introduced oxidant sensor. MDPI 2018-01-23 /pmc/articles/PMC5855876/ /pubmed/29360749 http://dx.doi.org/10.3390/s18020059 Text en © 2018 by the authors. 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 (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Wei, Peng Ning, Zhi Ye, Sheng Sun, Li Yang, Fenhuan Wong, Ka Chun Westerdahl, Dane Louie, Peter K. K. Impact Analysis of Temperature and Humidity Conditions on Electrochemical Sensor Response in Ambient Air Quality Monitoring |
title | Impact Analysis of Temperature and Humidity Conditions on Electrochemical Sensor Response in Ambient Air Quality Monitoring |
title_full | Impact Analysis of Temperature and Humidity Conditions on Electrochemical Sensor Response in Ambient Air Quality Monitoring |
title_fullStr | Impact Analysis of Temperature and Humidity Conditions on Electrochemical Sensor Response in Ambient Air Quality Monitoring |
title_full_unstemmed | Impact Analysis of Temperature and Humidity Conditions on Electrochemical Sensor Response in Ambient Air Quality Monitoring |
title_short | Impact Analysis of Temperature and Humidity Conditions on Electrochemical Sensor Response in Ambient Air Quality Monitoring |
title_sort | impact analysis of temperature and humidity conditions on electrochemical sensor response in ambient air quality monitoring |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5855876/ https://www.ncbi.nlm.nih.gov/pubmed/29360749 http://dx.doi.org/10.3390/s18020059 |
work_keys_str_mv | AT weipeng impactanalysisoftemperatureandhumidityconditionsonelectrochemicalsensorresponseinambientairqualitymonitoring AT ningzhi impactanalysisoftemperatureandhumidityconditionsonelectrochemicalsensorresponseinambientairqualitymonitoring AT yesheng impactanalysisoftemperatureandhumidityconditionsonelectrochemicalsensorresponseinambientairqualitymonitoring AT sunli impactanalysisoftemperatureandhumidityconditionsonelectrochemicalsensorresponseinambientairqualitymonitoring AT yangfenhuan impactanalysisoftemperatureandhumidityconditionsonelectrochemicalsensorresponseinambientairqualitymonitoring AT wongkachun impactanalysisoftemperatureandhumidityconditionsonelectrochemicalsensorresponseinambientairqualitymonitoring AT westerdahldane impactanalysisoftemperatureandhumidityconditionsonelectrochemicalsensorresponseinambientairqualitymonitoring AT louiepeterkk impactanalysisoftemperatureandhumidityconditionsonelectrochemicalsensorresponseinambientairqualitymonitoring |