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太赫兹时域光谱中特征提取的平移不变零相位子波方法。

Translation-Invariant Zero-Phase Wavelet Methods for Feature Extraction in Terahertz Time-Domain Spectroscopy.

机构信息

Biomedical Engineering Department, Stony Brook University, Stony Brook, NY 11790, USA.

出版信息

Sensors (Basel). 2022 Mar 16;22(6):2305. doi: 10.3390/s22062305.

Abstract

Wavelet transform is an important tool in the computational signal processing of terahertz time-domain spectroscopy (THz-TDS) measurements. Despite its prevalence, the effects of using different forms of wavelet transforms in THz-TDS studies have not been investigated. In this paper, we explore the implications of using the maximal overlap discrete wavelet transform (MODWT) versus the well-known discrete wavelet transform (DWT). We demonstrate that the spectroscopic features extracted using DWT can vary over different overlapping frequency ranges. On the contrary, MODWT is translation-invariant and results in identical features, regardless of the spectral range used for its implementation.We also demonstrate that the details coefficients obtained by the multiresolution analysis (MRA) using MODWT are associated with zero-phase filters. In contrast, DWT details coefficients suffer from misalignments originated from the down- and upsampling operations in DWT pyramid algorithm. Such misalignments have adverse effects when it is critical to retain the exact location of the absorption lines. We study the differences of DWT and MODWT both analytically and experimentally, using reflection THz-TDS measurements of α-lactose monohydrate. This manuscript can guide the researchers to select the right wavelet analysis tool for their specific application of the THz spectroscopy.

摘要

小波变换是太赫兹时域光谱(THz-TDS)测量中计算信号处理的重要工具。尽管它很流行,但在 THz-TDS 研究中使用不同形式的小波变换的影响尚未得到研究。在本文中,我们探讨了使用最大重叠离散小波变换(MODWT)与著名的离散小波变换(DWT)的含义。我们证明了使用 DWT 提取的光谱特征在不同的重叠频率范围内可能会有所不同。相反,MODWT 是平移不变的,并且无论用于其实现的光谱范围如何,都会产生相同的特征。我们还证明了使用 MODWT 的多分辨率分析(MRA)获得的细节系数与零相位滤波器相关。相比之下,DWT 细节系数由于 DWT 金字塔算法中的下采样和上采样操作而产生了错位。当保留吸收线的确切位置至关重要时,这种错位会产生不利影响。我们使用 α-乳糖一水合物的反射 THz-TDS 测量对 DWT 和 MODWT 进行了分析和实验研究,以研究它们之间的差异。本手稿可以指导研究人员为他们的太赫兹光谱特定应用选择正确的小波分析工具。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4f4b/8952727/573ade16a649/sensors-22-02305-g001.jpg

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