A Firefly Algorithm-Based Spectral Fitting Technique for Wavelength Modulation Spectroscopy Systems

被引:1
|
作者
Zhang, Tingting [1 ]
Sun, Yongjie [1 ]
Wang, Pengpeng [1 ]
Qiu, Yufeng [1 ]
Wang, Chenxi [1 ]
Du, Xiaohui [1 ]
Li, Shaokai [1 ]
Liu, Haixu [1 ]
Chu, Tongwei [2 ]
Zhu, Cunguang [1 ]
机构
[1] Liaocheng Univ, Sch Phys Sci & Informat Technol, Liaocheng 252000, Peoples R China
[2] Duke Univ, Dept Elect & Comp Engn, Durham, NC 27710 USA
关键词
Calibration-free; firefly algorithm (FA); spectral fitting; wavelength modulation spectroscopy (WMS); TRACE-GAS-DETECTION; DIODE-LASER; CASCADE LASER; ABSORPTION SENSOR; TEMPERATURE; PRESSURE; CO; CH4;
D O I
10.1109/JSEN.2023.3331711
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This article proposes a novel calibration-free wavelength modulation spectroscopy (WMS) spectral fitting technique based on the firefly algorithm (FA). The technique simulates the behavior of information interaction between fireflies to accurately retrieve gas concentrations and laser parameters. Compared to the spectral fitting technique based on the classical Levenberg-Marquardt (LM) algorithm, the proposed technique exhibits weak dependence on the precharacterization of laser tuning parameters during gas concentration retrieval. We select the P(13) absorption line of C2H2 at 1532.82 nm as the target spectra and compare the performance of two optimization methods (LM and firefly) on gas concentration and laser tuning parameters retrieval by simulation. The simulation results demonstrate that the FA-based spectral fitting technique exhibits superior performance in terms of both convergence speed and fitting accuracy for multiparameter models without exact characterization.
引用
收藏
页码:478 / 485
页数:8
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