Near-infrared methane sensor with neural network filtering

doi:10.1016/j.snb.2021.131207

CIOMP OpenIR

	Near-infrared methane sensor with neural network filtering
	L. B. Tian; J. C. Sun; S. S. Zhang; A. A. Kolomenskii; H. A. Schuessler; Z. Wang; J. B. Xia; J. Chang and Z. J. Liu
	2022
发表期刊	Sensors and Actuators B-Chemical
卷号	354 页码:11
摘要	A novel methane sensor based on neural network filter (NNF) assisted direct absorption spectroscopy (DAS) technique was proposed and experimentally demonstrated. The developed detection device adds the benefits of a digital filter based on the neural network, thereby compensating the shortcomings of traditional DAS. We overcame the scarce data problem by using the simulated absorption spectra that are highly consistent with practical experimental conditions to construct and train the NNF. The proposed NNF showed the best performance compared with several widely used filtering algorithms. We performed a detailed assessment of the NNFimproved detection system. The proposed sensor shows more accurate concentration retrieval and better stability in a real-time measurement. The minimum detection limit of 2.93 ppm.m (1s) was obtained, which is a significant improvement compared to previous reports of near-infrared methane detection with the DAS technique. Finally, we systematically discuss the frequency principle underlying the NNF to explicitly interpret the mechanism of the generalized filtering. The improved methane sensor proves the feasibility of enhancing the performance of DAS technique with the neural network algorithm and broad applicability of this approach to the high-sensitivity measurements of methane and other trace gases.
DOI	10.1016/j.snb.2021.131207
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收录类别	sci
语种	英语
引用统计
文献类型	期刊论文
条目标识符	http://ir.ciomp.ac.cn/handle/181722/66896
专题	中国科学院长春光学精密机械与物理研究所
推荐引用方式 GB/T 7714	L. B. Tian,J. C. Sun,S. S. Zhang,et al. Near-infrared methane sensor with neural network filtering[J]. Sensors and Actuators B-Chemical,2022,354:11.
APA	L. B. Tian.,J. C. Sun.,S. S. Zhang.,A. A. Kolomenskii.,H. A. Schuessler.,...&J. Chang and Z. J. Liu.(2022).Near-infrared methane sensor with neural network filtering.Sensors and Actuators B-Chemical,354,11.
MLA	L. B. Tian,et al."Near-infrared methane sensor with neural network filtering".Sensors and Actuators B-Chemical 354(2022):11.

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