Cargando…

Assessment of the applicability of a low-cost sensor–based methane monitoring system for continuous multi-channel sampling

Systems that are made of several low-cost gas sensors with automatic gas sampling may have the potential to serve as reliable fast methane analyzers. However, there is a lack of reports about such types of systems evaluated under field conditions. Here, we developed a continuous methane monitoring s...

Descripción completa

Detalles Bibliográficos
Autores principales: Nagahage, Isura Sumeda Priyadarshana, Nagahage, Ekanayaka Achchillage Ayesha Dilrukshi, Fujino, Takeshi
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8302541/
https://www.ncbi.nlm.nih.gov/pubmed/34302196
http://dx.doi.org/10.1007/s10661-021-09290-w
_version_ 1783726900489748480
author Nagahage, Isura Sumeda Priyadarshana
Nagahage, Ekanayaka Achchillage Ayesha Dilrukshi
Fujino, Takeshi
author_facet Nagahage, Isura Sumeda Priyadarshana
Nagahage, Ekanayaka Achchillage Ayesha Dilrukshi
Fujino, Takeshi
author_sort Nagahage, Isura Sumeda Priyadarshana
collection PubMed
description Systems that are made of several low-cost gas sensors with automatic gas sampling may have the potential to serve as reliable fast methane analyzers. However, there is a lack of reports about such types of systems evaluated under field conditions. Here, we developed a continuous methane monitoring system with automated gas sampling unit using low-cost gas sensors, TGS 2611 and MQ-4, that use a simple cloud-based data acquisition platform. We verified the consistency, repeatability, and reproducibility of the data obtained by TGS 2611 and MQ-4 low-cost gas sensors by measuring high- and low-concentration methane samples. The normalized root-mean-square errors (NRMSEs) of the samples with high methane concentrations, [CH(4)] of 3, 4, 6, and 7%, were 0.0788, 0.0696, 0.1198, and 0.0719 for the TGS 2611 sensor, respectively, and were confirmed using a gas chromatograph as a reference analyzer. The NRMSEs of the samples with low [CH(4)] of 0.096, 0.145, 0.193, and 0.241% measured by the TGS 2611 sensor were 0.0641, 0.1749, 0.0157, and 0.1613, whereas those NRMSEs of the same concentrations measured by the MQ-4 sensor were 0.3143, 0.5766, 0.6301, and 0.6859, respectively. Laboratory-scale anaerobic digesters were tested using the developed system. The anaerobic digesters were continuously operated for 2 months, demonstrating the potential use of sensors for detecting and monitoring methane in the field level application. This study utilized a unique way to combine the advantages of low-cost sensors and develop a reliable monitoring system by minimizing drawbacks of low-cost sensors. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s10661-021-09290-w.
format Online
Article
Text
id pubmed-8302541
institution National Center for Biotechnology Information
language English
publishDate 2021
publisher Springer International Publishing
record_format MEDLINE/PubMed
spelling pubmed-83025412021-07-27 Assessment of the applicability of a low-cost sensor–based methane monitoring system for continuous multi-channel sampling Nagahage, Isura Sumeda Priyadarshana Nagahage, Ekanayaka Achchillage Ayesha Dilrukshi Fujino, Takeshi Environ Monit Assess Article Systems that are made of several low-cost gas sensors with automatic gas sampling may have the potential to serve as reliable fast methane analyzers. However, there is a lack of reports about such types of systems evaluated under field conditions. Here, we developed a continuous methane monitoring system with automated gas sampling unit using low-cost gas sensors, TGS 2611 and MQ-4, that use a simple cloud-based data acquisition platform. We verified the consistency, repeatability, and reproducibility of the data obtained by TGS 2611 and MQ-4 low-cost gas sensors by measuring high- and low-concentration methane samples. The normalized root-mean-square errors (NRMSEs) of the samples with high methane concentrations, [CH(4)] of 3, 4, 6, and 7%, were 0.0788, 0.0696, 0.1198, and 0.0719 for the TGS 2611 sensor, respectively, and were confirmed using a gas chromatograph as a reference analyzer. The NRMSEs of the samples with low [CH(4)] of 0.096, 0.145, 0.193, and 0.241% measured by the TGS 2611 sensor were 0.0641, 0.1749, 0.0157, and 0.1613, whereas those NRMSEs of the same concentrations measured by the MQ-4 sensor were 0.3143, 0.5766, 0.6301, and 0.6859, respectively. Laboratory-scale anaerobic digesters were tested using the developed system. The anaerobic digesters were continuously operated for 2 months, demonstrating the potential use of sensors for detecting and monitoring methane in the field level application. This study utilized a unique way to combine the advantages of low-cost sensors and develop a reliable monitoring system by minimizing drawbacks of low-cost sensors. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s10661-021-09290-w. Springer International Publishing 2021-07-23 2021 /pmc/articles/PMC8302541/ /pubmed/34302196 http://dx.doi.org/10.1007/s10661-021-09290-w Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Nagahage, Isura Sumeda Priyadarshana
Nagahage, Ekanayaka Achchillage Ayesha Dilrukshi
Fujino, Takeshi
Assessment of the applicability of a low-cost sensor–based methane monitoring system for continuous multi-channel sampling
title Assessment of the applicability of a low-cost sensor–based methane monitoring system for continuous multi-channel sampling
title_full Assessment of the applicability of a low-cost sensor–based methane monitoring system for continuous multi-channel sampling
title_fullStr Assessment of the applicability of a low-cost sensor–based methane monitoring system for continuous multi-channel sampling
title_full_unstemmed Assessment of the applicability of a low-cost sensor–based methane monitoring system for continuous multi-channel sampling
title_short Assessment of the applicability of a low-cost sensor–based methane monitoring system for continuous multi-channel sampling
title_sort assessment of the applicability of a low-cost sensor–based methane monitoring system for continuous multi-channel sampling
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8302541/
https://www.ncbi.nlm.nih.gov/pubmed/34302196
http://dx.doi.org/10.1007/s10661-021-09290-w
work_keys_str_mv AT nagahageisurasumedapriyadarshana assessmentoftheapplicabilityofalowcostsensorbasedmethanemonitoringsystemforcontinuousmultichannelsampling
AT nagahageekanayakaachchillageayeshadilrukshi assessmentoftheapplicabilityofalowcostsensorbasedmethanemonitoringsystemforcontinuousmultichannelsampling
AT fujinotakeshi assessmentoftheapplicabilityofalowcostsensorbasedmethanemonitoringsystemforcontinuousmultichannelsampling