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Extraction of instantaneous frequencies from ridges in time-frequency representations of signals

机译:在信号的时频表示中从脊中提取瞬时频率

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摘要

In signal processing applications, it is often necessary to extract oscillatory components and their properties from time-frequency representations, e.g. the windowed Fourier transform or wavelet transform. The first step in this procedure is to find an appropriate ridge curve: a sequence of amplitude peak positions (ridge points), corresponding to the component of interest and providing a measure of its instantaneous frequency. This is not a trivial issue, and the optimal method for extraction is still not settled or agreed. We discuss and develop procedures that can be used for this task and compare their performance on both simulated and real data. In particular, we propose a method which, in contrast to many other approaches, is highly adaptive so that it does not need any parameter adjustment for the signal to be analysed. Being based on dynamic path optimization and fixed point iteration, the method is very fast, and its superior accuracy is also demonstrated. In addition, we investigate the advantages and drawbacks that synchrosqueezing offers in relation to curve extraction. The codes used in this work are freely available for download.
机译:在信号处理应用中,通常有必要从时频表示中提取出振荡成分及其特性,例如。窗口傅里叶变换或小波变换。此过程的第一步是找到合适的脊曲线:一系列幅度峰值位置(脊点),与感兴趣的分量相对应,并提供其瞬时频率的量度。这不是一个小问题,提取的最佳方法仍未确定或达成共识。我们讨论并开发了可用于此任务的程序,并比较了它们在模拟和真实数据上的性能。尤其是,我们提出了一种与许多其他方法相比具有高度适应性的方法,因此它不需要对要分析的信号进行任何参数调整。该方法基于动态路径优化和定点迭代,速度非常快,并且具有较高的精度。此外,我们研究了与曲线提取有关的同步压缩的优点和缺点。本作品中使用的代码可免费下载。

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