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Tree-structured filter banks for M-block cyclic graphs

机译:M块循环图的树状滤波器组

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In this paper, we study the design of graph wavelet filter banks over M-block cyclic graphs. These graphs are natural directed extensions of bipartite graphs and their special structure is particularly suitable for the design of M-channel filter banks. Obtaining polynomial filter designs in this case that satisfy perfect reconstruction conditions is challenging since the Fourier domain of these graphs encompasses the entire complex-unit disc unlike just the complex unit-circle in the classical domain. Therefore, in this work, we consider a simpler setting where M is a power of 2 and propose a perfect reconstruction tree-structured biorthogonal filter bank solution comprised of a hierarchical 2-channel design. This approach significantly simplifies the design process by requiring the design of only one 2-channel filter bank for a directed bipartite graph, and repeating it across the hierarchy.
机译:在本文中,我们研究了M块循环图上的图小波滤波器组的设计。这些图是二部图的自然有向扩展,它们的特殊结构特别适合于M通道滤波器组的设计。在这种情况下,要获得满足完美重构条件的多项式滤波器设计是一项挑战,因为这些图的傅立叶域包含整个复杂单位圆盘,而不仅仅是经典领域中的复杂单位圆。因此,在这项工作中,我们考虑一个更简单的设置,其中M是2的幂,并提出了一个由分层2通道设计组成的完美的重构树结构双正交滤波器组解决方案。通过仅针对有向二部图设计一个2通道滤波器组,然后在整个层次结构中重复进行设计,该方法大大简化了设计过程。

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