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采用偏最小二乘回归的高浓度甲烷和乙烷量子级联光声光谱检测,以滤除能量弛豫对气体基质成分的依赖性。

High-concentration methane and ethane QEPAS detection employing partial least squares regression to filter out energy relaxation dependence on gas matrix composition.

作者信息

Menduni Giansergio, Zifarelli Andrea, Sampaolo Angelo, Patimisco Pietro, Giglio Marilena, Amoroso Nicola, Wu Hongpeng, Dong Lei, Bellotti Roberto, Spagnolo Vincenzo

机构信息

PolySense Lab, Dipartimento Interateneo di Fisica M. Merlin, Università degli Studi di Bari Aldo Moro e Politecnico di Bari, Via G. Amendola 173, Bari, 70125, Italy.

PolySense Innovations srl, Via Amendola 173, Bari 70126, Italy.

出版信息

Photoacoustics. 2022 Mar 21;26:100349. doi: 10.1016/j.pacs.2022.100349. eCollection 2022 Jun.

DOI:10.1016/j.pacs.2022.100349
PMID:35345809
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC8956809/
Abstract

A quartz enhanced photoacoustic spectroscopy (QEPAS) sensor capable to detect high concentrations of methane (C1) and ethane (C2) is here reported. The hydrocarbons fingerprint region around 3 µm was exploited using an interband cascade laser (ICL). A standard quartz tuning fork (QTF) coupled with two resonator tubes was used to detect the photoacoustic signal generated by the target molecules. Employing dedicated electronic boards to both control the laser source and collect the QTF signal, a shoe-box sized QEPAS sensor was realized. All the generated mixtures were downstream humidified to remove the influence of water vapor on the target gases. Several natural gas-like samples were generated and subsequently diluted 1:10 in N. In the concentration ranges under investigation (1%-10% for C1 and 0.1%-1% for C2), both linear and nonlinear responses of the sensor were measured and signal variations due to matrix effects were observed. Partial least squares regression (PLSR) was employed as a multivariate statistical tool to accurately determine the concentrations of C1 and C2 in the mixtures, compensating the matrix relaxation effects. The achieved results extend the range of C1 and C2 concentrations detectable by QEPAS technique up to the percent scale.

摘要

本文报道了一种能够检测高浓度甲烷(C1)和乙烷(C2)的石英增强光声光谱(QEPAS)传感器。利用带间级联激光器(ICL)对3μm左右的碳氢化合物指纹区域进行了探测。使用一个标准石英音叉(QTF)与两个谐振管耦合来检测目标分子产生的光声信号。通过采用专用电子板来控制激光源并采集QTF信号,实现了一个鞋盒大小的QEPAS传感器。所有生成的混合气在下游进行加湿处理,以消除水蒸气对目标气体的影响。生成了几种类似天然气的样品,随后在氮气中按1:10进行稀释。在所研究的浓度范围内(C1为1%-10%,C2为0.1%-1%),测量了传感器的线性和非线性响应,并观察到了由于基体效应引起的信号变化。采用偏最小二乘回归(PLSR)作为多元统计工具来准确测定混合气中C1和C2的浓度,补偿基体弛豫效应。所取得的结果将QEPAS技术可检测的C1和C2浓度范围扩展到了百分比级别。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0190/8956809/02591ceb2d16/gr12.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0190/8956809/4a7836ba1bfe/gr1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0190/8956809/574eb2e752fe/gr2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0190/8956809/b81b0f88c4c3/gr3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0190/8956809/1ad90771bdbc/gr4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0190/8956809/5e5da83e1c99/gr5.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0190/8956809/02010b1d536b/gr6.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0190/8956809/ace612ba0ace/gr7.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0190/8956809/85ab84c05146/gr8.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0190/8956809/6f9254387544/gr9.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0190/8956809/f30ba5bd15a0/gr10.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0190/8956809/6d2663e857e1/gr11.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0190/8956809/02591ceb2d16/gr12.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0190/8956809/4a7836ba1bfe/gr1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0190/8956809/574eb2e752fe/gr2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0190/8956809/b81b0f88c4c3/gr3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0190/8956809/1ad90771bdbc/gr4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0190/8956809/5e5da83e1c99/gr5.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0190/8956809/02010b1d536b/gr6.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0190/8956809/ace612ba0ace/gr7.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0190/8956809/85ab84c05146/gr8.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0190/8956809/6f9254387544/gr9.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0190/8956809/f30ba5bd15a0/gr10.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0190/8956809/6d2663e857e1/gr11.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0190/8956809/02591ceb2d16/gr12.jpg

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