CH(4), C(2)H(6), and C(2)H(4) Multi-Gas Sensing Based on Mid-Infrared Spectroscopy and SVM Algorithm

基于中红外光谱和SVM算法的CH(4)、C(2)H(6)和C(2)H(4)多气体传感

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Abstract

A multi-gas sensing system based on mid-infrared spectral absorption was developed for the detection of CH(4), C(2)H(6), and C(2)H(4). The system utilized a broadband infrared source, a hollow waveguide (HWG) absorption cell, and a tunable Fabry-Pérot (FP) detector. The limits of detection (LODs) of CH(4), C(2)H(6), and C(2)H(4) were 7.33 ppm, 2.13 ppm, and 8.09 ppm, respectively. For multi-gas measurements, the support vector machine (SVM) algorithm model was employed to calculate the concentration of each component. The root mean square error of prediction (RMSEP) values for CH(4), C(2)H(6), and C(2)H(4) were 15.91 ppm (1.26%), 1.64 ppm (0.57%), and 6.95 ppm (0.55%), respectively. The generation of stimulated absorption spectra of mixed gases was realized, and the sample selection of measurement for accurate concentration calculation of each gas was optimized. The system proposed in this work provides a simple, miniaturized, and cost-effective solution for multi-gas sensing.

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