Combining TDLAS and multi-fusion algorithms for methane gas concentration detection

Guojun Shi, Xinmin Song, Taiji Dong

Optoelectronics Letters ›› 2024, Vol. 20 ›› Issue (6) : 353-359. DOI: 10.1007/s11801-024-3112-7
Article

Combining TDLAS and multi-fusion algorithms for methane gas concentration detection

Author information +
History +

Abstract

High-precision methane gas detection is of great importance in industrial safety, energy production and environmental protection, etc. However, in the existing measurement techniques, the methane gas concentration information is susceptible to noise, which leads to its useful signal being drowned by noise. A fusion algorithm of variational modal decomposition (VMD) and improved wavelet threshold filtering is proposed, which is used in combination with tunable diode laser absorption spectroscopy (TDLAS) to implement a non-contact, high-resolution methane gas concentration detection. The fusion algorithm can perform noise reduction and further segmentation of the methane gas detection signal. And the simulation and experiment verify the effectiveness of the fusion algorithm, and the experimental results show that for the detection of air containing 10 ppm, 30 ppm, 60 ppm, 80 ppm, and 99 ppm methane, the errors are 12.75%, 8.18%, 3.37%, 2.46%, and 1.78%, respectively.

Cite this article

Download citation ▾
Guojun Shi, Xinmin Song, Taiji Dong. Combining TDLAS and multi-fusion algorithms for methane gas concentration detection. Optoelectronics Letters, 2024, 20(6): 353‒359 https://doi.org/10.1007/s11801-024-3112-7

References

[[1]]
HUANG Y, FU W, YANG S, et al. Highly sensitive measurement of trace methane gas using mid-infrared tunable diode laser absorption spectroscopy method[J]. Microwave and optical technology letters, 2023: 5.
[[2]]
Dong L, Tittel F K, Li C G, et al.. Compact TDLAS based sensor design using interband cascade lasers for mid-IR trace gas sensing. Optics express, 2016, 24(6): A528-A535, J]
CrossRef Google scholar
[[3]]
Hayashi D, Sakaguchi Y, Minami M. Control of gas concentration distribution in a semiconductor process chamber using CT-TDLAS measurement. AIP advances, 2021, 11(2): 6, J]
CrossRef Google scholar
[[4]]
Sepman A, Thorin E, Ögren Y, et al.. Laser-based detection of methane and soot during entrained-flow biomass gasification. Combustion and flame, 2022, 237: 9, J]
CrossRef Google scholar
[[5]]
Xia J, Feng C, Zhu F, et al.. A sensitive methane sensor of a ppt detection level using a mid-infrared interband cascade laser and a long-path multipass cell. Sensors and actuators B: chemical, 2021, 334: 129641, J]
CrossRef Google scholar
[[6]]
Doussiere P, Tashima M, Djie H, et al.. 830nm high power single mode DFB laser for high volume applications. Proceedings of SPIE-The International Society for Optical Engineering, 2012, 8277: 6 [J]
[[7]]
Wang Z, Chang J, Liu Q, et al.. Gas absorption center-based wavelength calibration technique in QEPAS system for SNR improvement. Photonic sensors, 2018, 8: 358-366, J]
CrossRef Google scholar
[[8]]
Wei Y, Chang J, Lian J, et al.. A coal mine multipoint fiber ethylene gas concentration sensor. Photonic sensors, 2015, 5: 67-71, J]
CrossRef Google scholar
[[9]]
Shen F, Akil J, Wang G, et al.. Real-time monitoring of N2O production in a catalytic reaction process using mid-infrared quantum cascade laser. Journal of quantitative spectroscopy and radiative transfer, 2018, 221: 1-7, J]
CrossRef Google scholar
[[10]]
Wang Q, Chang J, Zhu C, et al.. Detection of water vapor concentration based on differential value of two adjacent absorption peaks. Laser physics letters, 2012, 9(6): 421, J]
CrossRef Google scholar
[[11]]
Rieker G B, Jeffries J B, Hanson R K. Calibration-free wavelength-modulation spectroscopy for measurements of gas temperature and concentration in harsh environments. Applied optics, 2009, 48(29): 5546-5560, J]
CrossRef Google scholar
[[12]]
Wang F, Chang J, Zhu C, et al.. Demodulation algorithm used in single-beam system immune to light power drift. Applied optics, 2015, 54(8): 2032-2038, J]
CrossRef Google scholar
[[13]]
Wei W, Chang J, Cao L H, et al.. Artificial absorption creation for more accurate tunable diode laser absorption spectroscopy measurement. Optics communications, 2017, 399: 112-119, J]
CrossRef Google scholar
[[14]]
Arndt R J J O A P. Analytical line shapes for Lorentzian signals broadened by modulation. Journal of applied optics, 1965, 36(8): 2522-2524 [J]
[[15]]
Dragomiretskiy K, Zosso D J I T O S P. Variational mode decomposition. IEEE transactions on signal processing, 2013, 62(3): 531-544, J]
CrossRef Google scholar
[[16]]
Donoho D L, Johnstone I M. Ideal spatial adaptation by wavelet shrinkage. Biometrika, 1994, 81(3): 425-455, J]
CrossRef Google scholar

Accesses

Citations

Detail

Sections
Recommended

/