Riesz变换与分数阶傅里叶变换的关联及其在图像边缘检测中的应用

IF 2.6 2区 数学 Q1 MATHEMATICS, APPLIED Applied and Computational Harmonic Analysis Pub Date : 2023-09-01 DOI:10.1016/j.acha.2023.05.003
Zunwei Fu , Loukas Grafakos , Yan Lin , Yue Wu , Shuhui Yang
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引用次数: 8

摘要

Zayed[30,Zayed,1998]引入了分数希尔伯特变换,并在信号处理中得到了广泛应用。鉴于其与分数傅立叶变换的联系,本文的第一、第二和第四作者Chen在[6,Chen et al.,2021]中研究了实数线上的分数希尔伯特变换和其他分数乘法器算子。本文讨论了分数希尔伯特变换向高维的一个自然扩展:该扩展是分数Riesz变换,并通过与分数傅立叶变换侧的适当线性调频函数相乘给出。除了深入研究分数阶Riesz变换外,本文还研究了具有线性调频函数的奇异积分算子在旋转不变空间、线性调频Hardy空间上的有界性及其与线性调频BMO空间的关系,以及分数乘子理论在偏微分方程中的应用。通过数值模拟,我们提供了高维分数乘法器的物理和几何解释。最后,我们提出了分数Riesz变换在边缘检测中的应用,验证了[26,Xu et al.,2016]中暗示的假设。事实上,我们的数值实现证实了可以通过控制分数Riesz变换的阶数来同时提取振幅、相位和方向信息。
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Riesz transform associated with the fractional Fourier transform and applications in image edge detection

The fractional Hilbert transform was introduced by Zayed [30, Zayed, 1998] and has been widely used in signal processing. In view of its connection with the fractional Fourier transform, Chen, the first, second and fourth authors of this paper in [6, Chen et al., 2021] studied the fractional Hilbert transform and other fractional multiplier operators on the real line. The present paper is concerned with a natural extension of the fractional Hilbert transform to higher dimensions: this extension is the fractional Riesz transform and is given by multiplication which a suitable chirp function on the fractional Fourier transform side. In addition to a thorough study of the fractional Riesz transform, in this work we also investigate the boundedness of singular integral operators with chirp functions on rotation invariant spaces, chirp Hardy spaces and their relation to chirp BMO spaces, as well as applications of the theory of fractional multipliers in partial differential equations. Through numerical simulation, we provide physical and geometric interpretations of high-dimensional fractional multipliers. Finally, we present an application of the fractional Riesz transforms in edge detection which verifies a hypothesis insinuated in [26, Xu et al., 2016]. In fact our numerical implementation confirms that amplitude, phase, and direction information can be simultaneously extracted by controlling the order of the fractional Riesz transform.

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来源期刊
Applied and Computational Harmonic Analysis
Applied and Computational Harmonic Analysis 物理-物理:数学物理
CiteScore
5.40
自引率
4.00%
发文量
67
审稿时长
22.9 weeks
期刊介绍: Applied and Computational Harmonic Analysis (ACHA) is an interdisciplinary journal that publishes high-quality papers in all areas of mathematical sciences related to the applied and computational aspects of harmonic analysis, with special emphasis on innovative theoretical development, methods, and algorithms, for information processing, manipulation, understanding, and so forth. The objectives of the journal are to chronicle the important publications in the rapidly growing field of data representation and analysis, to stimulate research in relevant interdisciplinary areas, and to provide a common link among mathematical, physical, and life scientists, as well as engineers.
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