Time-frequency analysis on flat tori and Gabor frames in finite dimensions

IF 2.6 2区 数学 Q1 MATHEMATICS, APPLIED
L.D. Abreu , P. Balazs , N. Holighaus , F. Luef , M. Speckbacher
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引用次数: 0

Abstract

We provide the foundations of a Hilbert space theory for the short-time Fourier transform (STFT) where the flat tori TN2=R2/(Z×NZ)=[0,1]×[0,N] act as phase spaces. We work on an N-dimensional subspace SN of distributions periodic in time and frequency in the dual S0(R) of the Feichtinger algebra S0(R) and equip it with an inner product. To construct the Hilbert space SN we apply a suitable double periodization operator to S0(R). On SN, the STFT is applied as the usual STFT defined on S0(R). This STFT is a continuous extension of the finite discrete Gabor transform from the lattice onto the entire flat torus. As such, sampling theorems on flat tori lead to Gabor frames in finite dimensions. For Gaussian windows, one is lead to spaces of analytic functions and the construction allows to prove a necessary and sufficient Nyquist rate type result, which is the analogue, for Gabor frames in finite dimensions, of a well known result of Lyubarskii and Seip-Wallstén for Gabor frames with Gaussian windows and which, for N odd, produces an explicit full spark Gabor frame. The compactness of the phase space, the finite dimension of the signal spaces and our sampling theorem offer practical advantages in some applications. We illustrate this by discussing a problem of current research interest: recovering signals from the zeros of their noisy spectrograms.

有限维平面环和 Gabor 框架的时频分析
我们提供了短时傅立叶变换(STFT)的希尔伯特空间理论基础,其中平面环TN2=R2/(Z×NZ)=[0,1]×[0,N] 充当相空间。我们研究费希廷格代数 S0(R)的对偶 S0′(R)中时间和频率周期性分布的 N 维子空间 SN,并为其配备内积。为了构建希尔伯特空间 SN,我们在 S0(R)上应用合适的双周期化算子。在希尔伯特空间 SN 上,STFT 与定义在 S0′(R)上的 STFT 一样。这种 STFT 是有限离散 Gabor 变换从晶格到整个平面环的连续扩展。因此,平环面上的采样定理可以引出有限维度的 Gabor 框架。对于高斯窗,人们会进入解析函数空间,通过这种构造可以证明必要且充分的奈奎斯特率类型结果,对于有限维度的 Gabor 框架,该结果类似于 Lyubarskii 和 Seip-Wallstén 对于高斯窗 Gabor 框架的著名结果,对于奇数 N,该结果产生了明确的全火花 Gabor 框架。相空间的紧凑性、信号空间的有限维度以及我们的采样定理为某些应用提供了实际优势。我们将通过讨论一个当前研究热点问题来说明这一点:从噪声频谱图的零点恢复信号。
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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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