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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...

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Autores principales: Yang, Yunting, Jiang, Jiachen, Zeng, Jiafu, Chen, Zhangxiong, Zhu, Xiaosong, Shi, Yiwei
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
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.
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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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