Research on the measurement of CH4 concentration based on dual-band weighted combination model

Honglian Li , Wenduo Li , Xiangyu Yan , Heshuai Lü , Fan Wang , Lide Fang

Optoelectronics Letters ›› 2021, Vol. 17 ›› Issue (12) : 763 -768.

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Optoelectronics Letters ›› 2021, Vol. 17 ›› Issue (12) : 763 -768. DOI: 10.1007/s11801-021-1073-7
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Research on the measurement of CH4 concentration based on dual-band weighted combination model

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Abstract

A detection system based on supercontinuum laser absorption spectroscopy (SCLAS) technology was built up in this study. The absorption spectra of CH4 in different near-infrared bands were measured based on the SCLAS detection system. Under normal temperature and pressure, the absorption spectra of CH4 at different concentrations in the bands of 1 319–1 339 nm and 1 656–1 676 nm were measured. The linear models of CH4 concentrations in different bands were established. The fitting coefficient (R2) of the models were 0.995 7 and 0.996 1, respectively. In order to improve the concentration inversion ability of the model, the weight distribution of each model was determined by R2 and sum of squared error (SSE) to obtain a new combined model. The maximum relative error of the concentration inversion was reduced from 2.3% to 1.3%. The experimental results show the feasibility of applying the SCLAS technology to CH4 concentration measurement, and it also verifies that the dual-band combination model can improve the accuracy and stability of the CH4 concentration measurement.

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Honglian Li, Wenduo Li, Xiangyu Yan, Heshuai Lü, Fan Wang, Lide Fang. Research on the measurement of CH4 concentration based on dual-band weighted combination model. Optoelectronics Letters, 2021, 17(12): 763-768 DOI:10.1007/s11801-021-1073-7

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References

[1]

ChagundaM. Opportunities and challenges in the use of the laser methane detector to monitor enteric methane emissions from ruminants[J]. Animal, 2013, 7(s2):394-400

[2]

LiJ Y, YangS, DuZ H, et al.. Quantitative analysis of ammonia adsorption in Ag/AgI-coated hollow waveguide by mid-infrared laser absorption spectroscopy[J]. Optics and lasers in engineering, 2019, 121: 80-86

[3]

JihyungY, NicholasT, MichaelH, et al.. Minute concentration measurements of simple hydrocarbon species using supercontinuum laser absorption spectroscopy[J]. Applied spectroscopy, 2016, 70(6):1063-1071

[4]

Martin-VelaJ, GallegosA E, SierraJ M, et al.. All single-mode-fiber supercontinuum source setup for monitoring of multiple gases applications[J]. Sensors, 2020, 20(11):1-12

[5]

RadneyJ G, ZangmeisterC D. Measurement of gas and aerosol phase absorption spectra across the visible and near-IR using supercontinuum photoacoustic spectroscopy[J]. Analytical chemistry, 2015, 87(14):7356-7363

[6]

AdamuA I, DasaM K, BangO, et al.. Multi-species continuous gas detection with supercontinuum laser at telecommunication wavelength[J]. IEEE sensors journal, 2020, 20(18):10591-10597

[7]

WangL C, HanJ, ZhangK B, et al.. CNC system software reliability estimation based on weighted combinational models[J]. China mechanical engineering, 2016, 27(04):438-444(in Chinese)

[8]

ShiZ J, LiK. Container throughput forecasting based on gray method and exponential smoothing method[J]. Journal of Chongqing Jiaotong University, 2008, 27(02):302-304(in Chinese)

[9]

KumaranA, RamasamyS. A dynamically weighted discrete combination model for all releases of a software system[J]. Microprocessors and microsystems, 2020, 79: 1-6

[10]

BaiH M, FengF, WangJ, et al.. Combination prediction model of long-term ionospheric foF2 based on entropy weight method[J]. Entropy, 2020, 22(4):1-9

[11]

ChenY, DiY J, TangX L, et al.. Combination weight COD concentration prediction model based on BiPLS and SiPLS[J]. Spectroscopy and spectral analysis, 2019, 39(07):2176-2181

[12]

WenM J, WenZ Y. A new wavelength selection algorithm based on the fusion of multiple models[J]. Spectroscopy and spectral analysis, 2010, 30(08):2088-2092(in Chinese)

[13]

PanG F. Study on modeling method for spectral detection of total nitrogen in water[D], 2014, Wuxi, Jiangnan University: 51-64(in Chinese)

[14]

LiQ Q, LiG W, ZhangJ X, et al.. A new strategy of applying modeling indicator determined method to high-level fusion for quantitative analysis[J]. Spectrochimica acta part A: molecular and biomolecular spectroscopy, 2019, 219: 274-280

[15]

LiH L, DiS, LvW J, et al.. Research on the measurement of CO2 concentration based on multi-band fusion model[J]. Applied physics B, 2021, 127(1):1-7

[16]

LiM Y, WangF, ZhangY Q. Measurement of nitric oxide with low concentration based on mid-infrared laser absorption spectroscopy[J]. Progress in laser and optoelectronic, 2018, 55(05):414-419(in Chinese)

[17]

CuiH L, YanS A, ZhangB Y, et al.. Journal of space science, 2020, 40(06):1046-1051(in Chinese)

[18]

LiH L, DiS, LiW D, et al.. Measurement of CO2 concentration based on supercontinuum laser absorption spectroscopy[J]. Optoelectronics letters, 2021, 17(03):176-182

[19]

LiQ, HouF Z. Grey combined forecasting model for road traffic accidents based on coefficient of variation method[J]. Safety and environmental engineering, 2017, 24(06):130-133(in Chinese)

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