Journal of Quantum Optics, Volume. 30, Issue 2, 20501(2024)
Comparative Study of the BP Neural Network and PLS Method in TDLAS Quantitative Analysis of Mixed Gases
[3] [3] LI Y, WANG R Z, TITTEL F K, et al. Sensitive methane detection based on quartz-enhanced photoacoustic spectroscopy with a high-power diode laser and wavelet filtering[J]. Optics and Lasers in Engineering, 2020, 132:106155. DOI: 10.1016/j.optlaseng.2020.106155.
[5] [5] LIU X, MA Y. Sensitive carbon monoxide detection based on light-induced thermoelastic spectroscopy with a fiber-coupled multipass cell[J]. Chinese Optics Letters, 2022, 20(3):031201. DOI: 10.3788/COL202220.031201.
[7] [7] HE Q X, FENG Q B, LI J K. Long-term stable online acetylene detection by a CEAS system with suppression of cavity length drift[J]. Sensors, 2019, 19(3):508. DOI: https://doi.org/10.3390/s19030508.
[8] [8] TIAN X, CHENG G, CAO Y, et al. Simultaneous detection of hydrogen sulfide and carbon dioxide based on off-axis integrated cavity output spectroscopy using a near-infrared distributed feedback diode laser[J]. Microwave Optical Technology Letters, 2021, 63(8):2074‒2078. DOI: https://doi.org/10.1002/mop.32887.
[13] [13] AL-ALAWI S M, ABDUL-WAHAB S A, BAKHEIT C S. Combining principal component regression and artificial neural networks for more accurate predictions of ground-level ozone[J]. Environmental Modelling and Software, 2008, 23(4):396‒403. DOI: 10.1016/j.envsoft.2006.08.007.
[15] [15] ZHANG J, TITTEL F K, GONG L, et al. Support vector machine modeling using particle swarm optimization approach for the retrieval of atmospheric ammonia concentrations[J]. Environmental Modelling and Assessment, 2016, 21(4):531‒546. DOI: 10.1007/s10666-015-9495-x.
[16] [16] BAYRAKLI I, EKEN E. A novel breath molecule sensing system based on deep neural network employing multiple-line direct absorption spectroscopy[J]. Optics & Laser Technology, 2023, 158:108918. DOI: 10.1016/j.optlastec.2022.108918.
[17] [17] WEBBER M E. Diode laser measurements of NH3 and CO2 for combustion and bioreactor applications[D]. Stanford: Stanford University, 2001.
[18] [18] BEER A. Bestimmung der absorption des rothen lichts in farbigen flussigkeiten[J]. Ann Physik, 1852, 162:78‒88.
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ZHANG Yue, LI Yong, LI Ze-bing, WU Jin-ni, ZHAO Gang, MA Wei-guang. Comparative Study of the BP Neural Network and PLS Method in TDLAS Quantitative Analysis of Mixed Gases[J]. Journal of Quantum Optics, 2024, 30(2): 20501
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Received: Feb. 24, 2023
Accepted: Dec. 26, 2024
Published Online: Dec. 25, 2024
The Author Email: ZHAO Gang (gangzhao@sxu.edu.cn)
