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Generalized Morse Wavelets as a Superfamily of Analytic Wavelets

机译:广义摩尔斯小波作为解析小波的超族

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摘要

The generalized Morse wavelets are shown to constitute a superfamily that essentially encompasses all other commonly used analytic wavelets, subsuming eight apparently distinct types of analysis filters into a single common form. This superfamily of analytic wavelets provides a framework for systematically investigating wavelet suitability for various applications. In addition to a parameter controlling the time-domain duration or Fourier-domain bandwidth, the wavelet shape with fixed bandwidth may be modified by varying a second parameter, called $gamma$. For integer values of $gamma$, the most symmetric, most nearly Gaussian, and generally most time-frequency concentrated member of the superfamily is found to occur for $gamma=3$. These wavelets, known as “Airy wavelets,” capture the essential idea of popular Morlet wavelet, while avoiding its deficiencies. They may be recommended as an ideal starting point for general purpose use.
机译:广义的Morse小波显示为构成一个超族,基本上包含了所有其他常用的分析小波,将八种明显不同类型的分析滤波器归纳为一种通用形式。解析小波的超家族为系统研究小波对各种应用的适用性提供了一个框架。除了控制时域持续时间或傅立叶域带宽的参数外,具有固定带宽的小波形状可以通过更改第二个参数(称为gamma $)进行修改。对于$ gamma $的整数值,发现超家族中最对称,最接近高斯且通常是时间频率集中的成员出现在$ gamma = 3 $处。这些小波被称为“ Airy小波”,它捕捉了流行的Morlet小波的基本思想,同时避免了它的不足。可以将它们推荐为通用用途的理想起点。

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