Acta Photonica Sinica, Volume. 52, Issue 8, 0814003(2023)
Temperature Compensation Study of Laser Methane Sensor Based on ISSA-BP Neural Network
[1] L ZHAO, Y DU, W WANG et al. Progress on monitoring methods of atmospheric greenhouse gases. Meteorological and Environmental Research, 13, 14-18+24(2022).
[2] Jinyi LI, Lianhui LI, Shuo ZHAO et al. Application research of tunable diode laser absorption spectroscopy in petroleum industry. Laser and Optoelectronics Progress, 59, 65-84(2022).
[3] Ge YAN, Lei ZHANG, Ling YU et al. Mid-infrared methane sensor system for natural gas leakage detection and its application. Chinese Journal of Lasers, 49, 118-126(2022).
[4] H DAISUKE, N JUNYA, M MASAKAZU et al. Simultaneous measurement of CH4 concentration and temperature distributions in a semiconductor process chamber. Journal of Physics D, 52, 6-14(2019).
[5] Song YUAN, Ruifeng KAN, Yabo HE et al. Tunable diode laser spectroscopy system for carbon dioxide monitoring. Chinese Journal of Lasers, 41, 176-181(2014).
[6] Wei NIE, Ruifeng KAN, Zhenyu XU et al. Measuring spectral parameters of water vapor at low temperature based on tunable diode laser absorption spectroscopy. Acta Physica Sinica, 66, 97-102(2017).
[7] Mingchen LV, Qingzheng LIU, Xing SUN et al. Design of infrared temperature sensor based on GA-BP neural network temperature compensation. Instrument Technology and Sensor, 19-22(2019).
[8] Biao WANG, Houquan LIAN, Yongbo YU et al. Development of laser gas detection system with BP neural network compensation. Laser Journal, 43, 19-23(2022).
[9] Li MA, Xinli FAN, Shuo ZHANG et al. Research on CH4 Gas detection and temperature correction on TDLAS technology. Spectroscopy and Spectral Analysis, 41, 3632-3638(2021).
[10] J XUE, B SHEN. A novel swarm intelligence optimization approach: sparrow search algorithm. Systems Science & Control Engineering, 8, 22-34(2020).
[11] Wei NIE, Ruifeng KAN, Chenguang YANG et al. Research progress on the application of tunable diode laser absorption spectroscopy. Chinese Journal of Lasers, 45, 9-29(2018).
[12] Xiaohu ZHAO, Pengshuai SUN, Zhirong ZHANG et al. Wide-range multi-gas detection method based on wavelength modulation spectroscopy and direct absorption spectroscopy. Infrared and Laser Engineering, 52, 20220284(2023).
[13] B SEBASTIAN, W NICOLE, W STEVEN. Laser-based measurements of pressure broadening and pressure shift coefficients of combustion-relevant absorption lines in the near-infrared region. Applied Physics B, 124, 23-31(2018).
[14] Tao PANG, Pengshuai SUN, Zhirong ZHANG et al. Design of compact full-range laser methane sensing with wide temperature range. Acta Photonica Sinica, 49, 138-147(2020).
[15] Li MA, Xinli FAN, Xiaolong ZHANG et al. Research on temperature compensation algorithm model of CH4-CO2 infrared sensor for mining. Laser and Infrared, 50, 1456-1462(2020).
[16] Q FAN, Z CHEN, Z XIA. A novel quasi-reflected Harris hawks optimization algorithm for global optimization problems. Soft Computing, 24, 14825-14843(2020).
[17] M S BRAIK. Chameleon swarm algorithm: a bio-in-spired optimizer for solving engineering design problems. Expert Systems with Applications, 174, 114685(2021).
[18] Xiaoping YUAN, Peng JIN, Guopeng ZHOU. An improved QPSO algorithm base on social learning and lévy flights. Systems Science and Control Engineering, 36, 1-5+11(2019).
[19] L WANG, Q CAO, Z ZHANG et al. Artificial rabbits optimization: A new bio-inspired meta-heuristic algorithm for solving engineering optimization problems. Engineering Applications of Artificial Intelligence, 114, 105082(2022).
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Xiang ZOU, Songfeng YIN, Yue CHENG, Yunlong LIU. Temperature Compensation Study of Laser Methane Sensor Based on ISSA-BP Neural Network[J]. Acta Photonica Sinica, 2023, 52(8): 0814003
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Received: Feb. 28, 2023
Accepted: Apr. 7, 2023
Published Online: Sep. 26, 2023
The Author Email: YIN Songfeng (yinsongfeng@tsinghua-hf.edu.cn)