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CH(4), C(2)H(6), and CO(2) Multi-Gas Sensing Based on Portable Mid-Infrared Spectroscopy and PCA-BP Algorithm
A multi-gas sensing system was developed based on the detection principle of the non-dispersive infrared (NDIR) method, which used a broad-spectra light source, a tunable Fabry–Pérot (FP) filter detector, and a flexible low-loss infrared waveguide as an absorption cell. CH(4), C(2)H(6), and CO(2) ga...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9919080/ https://www.ncbi.nlm.nih.gov/pubmed/36772455 http://dx.doi.org/10.3390/s23031413 |
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author | Yang, Yunting Jiang, Jiachen Zeng, Jiafu Chen, Zhangxiong Zhu, Xiaosong Shi, Yiwei |
author_facet | Yang, Yunting Jiang, Jiachen Zeng, Jiafu Chen, Zhangxiong Zhu, Xiaosong Shi, Yiwei |
author_sort | Yang, Yunting |
collection | PubMed |
description | A multi-gas sensing system was developed based on the detection principle of the non-dispersive infrared (NDIR) method, which used a broad-spectra light source, a tunable Fabry–Pérot (FP) filter detector, and a flexible low-loss infrared waveguide as an absorption cell. CH(4), C(2)H(6), and CO(2) gases were detected by the system. The concentration of CO(2) could be detected directly, and the concentrations of CH(4) and C(2)H(6) were detected using a PCA-BP neural network algorithm because of the interference of CH(4) and C(2)H(6). The detection limits were achieved to be 2.59 ppm, 926 ppb, and 114 ppb for CH(4), C(2)H(6), and CO(2) with an averaging time of 429 s, 462 s, and 297 s, respectively. The root mean square error of prediction (RMSEP) of CH(4) and C(2)H(6) were 10.97 ppm and 2.00 ppm, respectively. The proposed system and method take full advantage of the multi-component gas measurement capability of the mid-infrared broadband source and achieve a compromise between performance and system cost. |
format | Online Article Text |
id | pubmed-9919080 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-99190802023-02-12 CH(4), C(2)H(6), and CO(2) Multi-Gas Sensing Based on Portable Mid-Infrared Spectroscopy and PCA-BP Algorithm Yang, Yunting Jiang, Jiachen Zeng, Jiafu Chen, Zhangxiong Zhu, Xiaosong Shi, Yiwei Sensors (Basel) Article A multi-gas sensing system was developed based on the detection principle of the non-dispersive infrared (NDIR) method, which used a broad-spectra light source, a tunable Fabry–Pérot (FP) filter detector, and a flexible low-loss infrared waveguide as an absorption cell. CH(4), C(2)H(6), and CO(2) gases were detected by the system. The concentration of CO(2) could be detected directly, and the concentrations of CH(4) and C(2)H(6) were detected using a PCA-BP neural network algorithm because of the interference of CH(4) and C(2)H(6). The detection limits were achieved to be 2.59 ppm, 926 ppb, and 114 ppb for CH(4), C(2)H(6), and CO(2) with an averaging time of 429 s, 462 s, and 297 s, respectively. The root mean square error of prediction (RMSEP) of CH(4) and C(2)H(6) were 10.97 ppm and 2.00 ppm, respectively. The proposed system and method take full advantage of the multi-component gas measurement capability of the mid-infrared broadband source and achieve a compromise between performance and system cost. MDPI 2023-01-27 /pmc/articles/PMC9919080/ /pubmed/36772455 http://dx.doi.org/10.3390/s23031413 Text en © 2023 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 Yang, Yunting Jiang, Jiachen Zeng, Jiafu Chen, Zhangxiong Zhu, Xiaosong Shi, Yiwei CH(4), C(2)H(6), and CO(2) Multi-Gas Sensing Based on Portable Mid-Infrared Spectroscopy and PCA-BP Algorithm |
title | CH(4), C(2)H(6), and CO(2) Multi-Gas Sensing Based on Portable Mid-Infrared Spectroscopy and PCA-BP Algorithm |
title_full | CH(4), C(2)H(6), and CO(2) Multi-Gas Sensing Based on Portable Mid-Infrared Spectroscopy and PCA-BP Algorithm |
title_fullStr | CH(4), C(2)H(6), and CO(2) Multi-Gas Sensing Based on Portable Mid-Infrared Spectroscopy and PCA-BP Algorithm |
title_full_unstemmed | CH(4), C(2)H(6), and CO(2) Multi-Gas Sensing Based on Portable Mid-Infrared Spectroscopy and PCA-BP Algorithm |
title_short | CH(4), C(2)H(6), and CO(2) Multi-Gas Sensing Based on Portable Mid-Infrared Spectroscopy and PCA-BP Algorithm |
title_sort | ch(4), c(2)h(6), and co(2) multi-gas sensing based on portable mid-infrared spectroscopy and pca-bp algorithm |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9919080/ https://www.ncbi.nlm.nih.gov/pubmed/36772455 http://dx.doi.org/10.3390/s23031413 |
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