与多维特殊仿射傅里叶变换相关的 Lp 子空间中的非均匀采样

Axioms Pub Date : 2024-05-15 DOI:10.3390/axioms13050329
Yingchun Jiang, Jing Yang
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摘要

本文讨论了与多维特殊仿射傅里叶变换(SAFT)相关的 Lp(Rn) 函数子空间中的采样和重建问题。首先,我们给出了多维特殊仿射傅里叶变换的定义,并研究了其性质,包括帕瑟瓦尔关系、典型卷积定理和啁啾调制周期性。然后,在多维 SAFT 域中通过典型卷积定义了一种函数空间,证明了对偶基函数的存在和性质,并建立了基函数的 Lp 稳定性。最后,基于密集集上的非均匀采样,我们提出了一种具有指数收敛性的迭代重建算法,以恢复多维 SAFT 相关 Lp 子空间中的信号,并通过仿真证明了该算法的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Nonuniform Sampling in Lp-Subspaces Associated with the Multi-Dimensional Special Affine Fourier Transform
In this paper, the sampling and reconstruction problems in function subspaces of Lp(Rn) associated with the multi-dimensional special affine Fourier transform (SAFT) are discussed. First, we give the definition of the multi-dimensional SAFT and study its properties including the Parseval’s relation, the canonical convolution theorems and the chirp-modulation periodicity. Then, a kind of function spaces are defined by the canonical convolution in the multi-dimensional SAFT domain, the existence and the properties of the dual basis functions are demonstrated, and the Lp-stability of the basis functions is established. Finally, based on the nonuniform samples taken on a dense set, we propose an iterative reconstruction algorithm with exponential convergence to recover the signals in a Lp-subspace associated with the multi-dimensional SAFT, and the validity of the algorithm is demonstrated via simulations.
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