Instantaneous Frequency Estimation Based on Reassignment Operators and Linear Chirp Points Detection

IF 3.2 2区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC
Marcelo A. Colominas;Sylvain Meignen
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引用次数: 0

Abstract

This paper aims at building a new instantaneous frequency (IF) estimator of the modes making up non-stationary multi-component signals, using reassignment operators used in Fourier-based synchrosqueezing transforms (FSSTs) and linear chirp points detection. Reassignment operators provide with different IF estimates, depending on the assumption made on the local polynomial order of the phase of the studied mode. In practice, it is difficult to estimate locally which order fits the best, and to choose too high an order, typically larger than two, when not necessary results in both an inaccurate estimation and an increased sensitivity to noise. To circumvent this, we propose to localize linear chirp points in modes to find out where second order phase approximation is sufficient for the estimation, and then build a new IF estimate based on a weighted spline approximation based on these points. Numerical results show the improvement brought by the proposed approach in noisy situations over classical IF estimators used in FSSTs.
基于重配算子和线性啁啾点检测的瞬时频率估计
本文利用基于傅立叶的同步压缩变换(FSSTs)和线性啁啾点检测中使用的重分配算子,对组成非平稳多分量信号的模态建立一种新的瞬时频率估计器。根据对所研究模式的相位的局部多项式阶数的假设,重赋算子提供了不同的中频估计。在实践中,很难在局部估计哪个阶最适合,并且在不必要的情况下选择过高的阶,通常大于2,会导致不准确的估计和对噪声的敏感性增加。为了避免这种情况,我们建议在模式中局部化线性啁啾点,以找出二阶相位近似足以进行估计的地方,然后基于这些点的加权样条近似构建新的中频估计。数值结果表明,与FSSTs中使用的经典中频估计方法相比,该方法在有噪声情况下有明显改善。
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来源期刊
IEEE Signal Processing Letters
IEEE Signal Processing Letters 工程技术-工程:电子与电气
CiteScore
7.40
自引率
12.80%
发文量
339
审稿时长
2.8 months
期刊介绍: The IEEE Signal Processing Letters is a monthly, archival publication designed to provide rapid dissemination of original, cutting-edge ideas and timely, significant contributions in signal, image, speech, language and audio processing. Papers published in the Letters can be presented within one year of their appearance in signal processing conferences such as ICASSP, GlobalSIP and ICIP, and also in several workshop organized by the Signal Processing Society.
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