Unique reconstruction of band-limited signals by a Mallat-Zhong wavelet transform algorithm

被引:17
作者
Kicey, CJ [1 ]
Lennard, CJ [1 ]
机构
[1] UNIV PITTSBURGH,DEPT MATH,PITTSBURGH,PA 15260
关键词
wavelet transform; band-limited function; Mallat-Zhong algorithm; Paley-Wiener theory; alternating projections; signal reconstruction; frames; Shannon's sampling theorem; Hilbert transform; local maxima;
D O I
10.1007/BF02647947
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
We show that uniqueness and existence for signal reconstruction from multiscale edges in the Mallat and Zhong algorithm become possible if we restrict our signals to Paley-Wiener space, band-limit our wavelets, and irregularly sample at the wavelet transform (absolute) maxima-the edges-while possibly including (enough) extra points at each level. We do this in a setting that closely resembles the numerical analysis setting of Mallat and Zhong and that seems to capture something of the essence of their (practical) reconstruction method. Our work builds on a uniqueness result for reconstructing an L-2 signal from irregular sampling of its wavelet transform of Grochenig and the related work of Benedetto, Heller Mallat, and Zhong. We show that the rate of convergence for this reconstruction algorithm is geometric and computable in advance. Finally, we consider the effect on the rate of convergence of not sampling enough local maxima.
引用
收藏
页码:63 / 82
页数:20
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