基于VMD-HT的N2O气体TDLAS二次谐波信号解调方法的研究
Study on the Demodulation Method of N2O Gas TDLAS Second Harmonic Signal Based on VMD-HT
摘要: 针对可调谐半导体激光吸收光谱(TDLAS)技术中二次谐波信号的调谐与提取问题,提出了一种基于变分模态分解(VMD)与希尔伯特变换(HT)相结合的二次谐波解调方法。相较于传统锁相放大器(LIA)方法,该方法在无需外部参考信号,便可有效提取TDLAS信号中的二次谐波分量。主要通过对TDLAS信号进行带通滤波,以抑制非目标频段的干扰;随后采用变分模态分解(VMD)将滤波后的信号分解为若干内涵模态分量(IMF);进一步计算各IMF的包络信号,并通过希尔伯特变换提取其瞬时特性;最终,从具有目标频率特征的包络分量中提取二次谐波,实现对气体浓度信号的高效无参考解调。仿真结果对比表明,该方法在二次谐波信号提取的准确性和特征保留方面表现优越。
Abstract: Addressing the tuning and extraction of the second harmonic signal in tunable diode laser absorption spectroscopy (TDLAS) technology, a second harmonic demodulation method based on the combination of variational mode decomposition (VMD) and Hilbert transform (HT) is proposed. Compared with the traditional lock-in amplifier (LIA) method, this approach can effectively extract the second harmonic component in TDLAS signals without the need for an external reference signal. The method primarily performs bandpass filtering on the TDLAS signals to suppress interference from non-target frequency bands; then employs VMD to decompose the filtered signal into several intrinsic mode functions (IMFs); further calculates the envelope of each IMF and extracts their instantaneous characteristics via the Hilbert transform; finally, extracts the second harmonic from the envelope component with the target frequency feature, achieving efficient and reference-free demodulation of gas concentration signals. Simulation results demonstrate that this method outperforms in accuracy and feature preservation for second harmonic signal extraction.
文章引用:李欣芮, 李野, 赵鹏. 基于VMD-HT的N2O气体TDLAS二次谐波信号解调方法的研究[J]. 物理化学进展, 2025, 14(3): 560-571. https://doi.org/10.12677/japc.2025.143053

参考文献

[1] Zhao, P., Ding, D., Li, K., Li, Y. and Jin, G. (2024) A Tunable Diode Laser Absorption Spectroscopy (TDLAS) Signal Denoising Method Based on LSTM-DAE. Optics Communications, 567, Article ID: 130327. [Google Scholar] [CrossRef
[2] Sun, J., Chang, J., Wang, C. and Shao, J. (2024) Tunable Diode Laser Absorption Spectroscopy for Detection of Multi-Component Gas: A Review. Applied Spectroscopy Reviews, 59, 1086-1107. [Google Scholar] [CrossRef
[3] Jiang, C., Liu, Y., Yu, B., Yin, S. and Chen, P. (2018) TDLAS-WMS Second Harmonic Detection Based on Spectral Analysis. Review of Scientific Instruments, 89, Article ID: 083106. [Google Scholar] [CrossRef] [PubMed]
[4] 张雷雷, 曹振松, 钟磬, 等. FPGA主控型数字锁相放大器设计及光谱测量[J]. 红外与激光工程, 2023, 52(10): 135-146.
[5] Wu, J., Chen, H., Kang, G. and Li, X. (2022) TDLAS Second Harmonic Demodulation Based on Hilbert Transform. PLOS ONE, 17, e0278724. [Google Scholar] [CrossRef] [PubMed]
[6] 戴婷, 张榆锋, 章克信, 等. 经验模态分解及其模态混叠消除的研究进展[J]. 电子技术应用, 2019, 45(3): 7-12.
[7] 张永平, 高嵩, 张文斌, 等. TDLAS激光气体检测关键技术分析[C]//中国城市燃气协会标准工作委员会. 2025中国城市燃气协会标准工作委员会年会暨标准引领燃气安全运营和智慧建设研讨会论文集. 大连: 华夏天信传感科技(大连)有限公司, 2025: 99-104.
[8] Zhang, J. and Gao, J. (2025) TDLAS-Based Rapid and Accurate Measurement of Near-Ambient Temperature Using Near-Infrared Vibrational Water Vapor Transitions. Sensors, 25, Article 2839. [Google Scholar] [CrossRef] [PubMed]
[9] Stewart, G. (2021) Absorption Spectroscopy of Gases. In: Stewart, G., Ed., Laser and Fiber Optic Gas Absorption Spectroscopy, Cambridge University Press, 1-20.
[10] Mayerhöfer, T.G., Pahlow, S. and Popp, J. (2020) The Bouguer‐Beer‐Lambert Law: Shining Light on the Obscure. ChemPhysChem, 21, 2025-2025. [Google Scholar] [CrossRef
[11] Dragomiretskiy, K. and Zosso, D. (2014) Variational Mode Decomposition. IEEE Transactions on Signal Processing, 62, 531-544. [Google Scholar] [CrossRef
[12] 王雨宁, 王汉睦, 冯艺聪, 等. 基于希尔伯特变换的激光自混合信号处理方法[J]. 光学学报, 2024, 44(19): 220-229
[13] 高楠, 于永波, 杜振辉, 等. 基于高斯/洛伦兹线型拟合比的谐波检测压强反演研究(特邀) [J]. 红外与激光工程, 2023, 52(8): 167-174.