A Wavelength Modulation Spectroscopy Gas Concentration Detection Method based on Linear Convolution

解调 信号(编程语言) 卷积(计算机科学) 滤波器(信号处理) 调制(音乐) 噪音(视频) 谐波 放大器 计算机科学 算法 电子工程 物理 声学 人工智能 电信 频道(广播) 工程类 带宽(计算) 计算机视觉 人工神经网络 图像(数学) 程序设计语言
作者
Lijuan Lan,Y.W. Wang,Yu Xie,Changsheng Zhang,Haoyang Yu,Chunhua Yang
出处
期刊:IEEE Transactions on Instrumentation and Measurement [Institute of Electrical and Electronics Engineers]
卷期号:73: 1-8 被引量:1
标识
DOI:10.1109/tim.2024.3403184
摘要

This paper presents a novel gas concentration detection approach based on wavelength modulation spectroscopy and linear convolution (LC-WMS). The linear convolution is first time utilized in the WMS measurement system to demodulate the absorption spectrum, and then to obtain the absolute harmonic signals related to the gas concentration. Theoretical and experimental results show that when the absorption signal is convolved with a whole-cycle reference signal, the harmonic signals can be acquired without the need of lock-in amplifier (LIA) and low-pass filter. The linear convolution calculation process is regarded as a combination of demodulation and low-pass filter as in the conventional demodulation system (e.g. LIA). Simulations demonstrate that appropriately increasing the cycles of reference signal (not exceeding five cycles) can help to decrease the noise of the harmonic signals. Experimental results show that the proposed LC-WMS approach can obtain a comparable accuracy as the conventional LIA in CO 2 and H 2 O concentration measurement with concentration errors less than 5 ppm and 0.05‰, respectively. The long-term measurement shows that this method can be used for real-time detection with large concentration fluctuations. Since the linear convolution process gets rid of the problem caused by the magnitude gain response in low-pass filter, the proposed LC-WMS method can not only obtain the absolute harmonic signal without calibration but also simplify the detection process. Thus, it has potential applications in industrial field measurements.
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