Modulated Short-Time Fourier-Transform-Based Nonstationary Signal Decomposition for Dual-Comb Ranging Systems

IF 2.1 4区 物理与天体物理 Q2 OPTICS
Ningning Han, Chao Wang, Zhiyang Wu, Xiaoyu Zhai, Yongzhen Pei, Haonan Shi, Xiaobo Li
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引用次数: 0

Abstract

Analyzing and breaking down nonstationary signals into their primary components is significant in various optical applications. In this work, we design a direct, localized, and mathematically rigorous method for nonstationary signals by employing a modulated short-time Fourier transform (MSTFT) that can be implemented efficiently using fast Fourier transform, subsequently isolating energy-concentrated sets through an approximate threshold process, allowing us to directly retrieve instantaneous frequencies and signal components by determining the maximum frequency within each set. MSTFT provides a new insight into the time-frequency analysis in multicomponent signal separation and can be extended to other time-frequency transforms. Beyond the analysis of the synthetic, we also perform real dual-comb ranging signals under turbid water, and the results show an approximate 1.5 dB improvement in peak signal-to-noise ratio, further demonstrating the effectiveness of our method in challenging conditions.
基于调制短时傅里叶变换的非稳态信号分解,用于双梳齿测距系统
在各种光学应用中,分析非稳态信号并将其分解为主要成分具有重要意义。在这项工作中,我们设计了一种直接、本地化和数学上严谨的方法,通过采用调制短时傅里叶变换(MSTFT)来处理非稳态信号,该方法可利用快速傅里叶变换高效实现,随后通过近似阈值过程隔离能量集中集,从而通过确定每个集内的最大频率直接检索瞬时频率和信号分量。MSTFT 为多分量信号分离中的时频分析提供了新的视角,并可扩展到其他时频变换。除了对合成信号的分析,我们还在浑浊的水下进行了真实的双梳状测距信号分析,结果显示峰值信噪比提高了约 1.5 dB,进一步证明了我们的方法在具有挑战性的条件下的有效性。
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来源期刊
Photonics
Photonics Physics and Astronomy-Instrumentation
CiteScore
2.60
自引率
20.80%
发文量
817
审稿时长
8 weeks
期刊介绍: Photonics (ISSN 2304-6732) aims at a fast turn around time for peer-reviewing manuscripts and producing accepted articles. The online-only and open access nature of the journal will allow for a speedy and wide circulation of your research as well as review articles. We aim at establishing Photonics as a leading venue for publishing high impact fundamental research but also applications of optics and photonics. The journal particularly welcomes both theoretical (simulation) and experimental research. Our aim is to encourage scientists to publish their experimental and theoretical results in as much detail as possible. There is no restriction on the length of the papers. The full experimental details must be provided so that the results can be reproduced. Electronic files and software regarding the full details of the calculation and experimental procedure, if unable to be published in a normal way, can be deposited as supplementary material.
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