Discrete linear canonical transform on graphs

被引:10
|
作者
Zhang, Yu [1 ,2 ]
Li, Bing-Zhao [1 ,2 ]
机构
[1] Beijing Inst Technol, Sch Math & Stat, Beijing 100081, Peoples R China
[2] Beijing Inst Technol, Beijing Key Lab MCAACI, Beijing 100081, Peoples R China
基金
中国国家自然科学基金;
关键词
Graph signal processing; Linear canonical transform; Eigenvalue decomposition; Graph fractional Fourier transform;
D O I
10.1016/j.dsp.2023.103934
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
With the wide application of spectral and algebraic theory in discrete signal processing techniques in the field of graph signal processing, an increasing number of signal processing methods have been proposed, such as the graph Fourier transform, graph wavelet transform and windowed graph Fourier transform. In this paper, we propose and design the definition of the discrete linear canonical transform on graphs (GLCT), which is an extension of the discrete linear canonical transform (DLCT), just as the graph Fourier transform (GFT) is an extension of the discrete Fourier transform (DFT). First, based on the centrality and scalability of the DLCT eigendecomposition approach, the definition of the GLCT is proposed by combining graph chirp-Fourier transform, graph scale transform and graph fractional Fourier transform. Second, we derive and discuss the properties and special cases of GLCT. Finally, some GLCT examples of the graph signals and comparisons with the DLCT are given to illustrate the improvement of the transformation. (c) 2023 Elsevier Inc. All rights reserved.
引用
收藏
页数:9
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