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Eigenvalue estimates and sampling for time-frequency localization operators.

机译:时频定位算符的特征值估计和采样。

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摘要

In this work, we build on the classical time-frequency analysis tools developed by Landau, Slepian and Pollack. We focus on prolate spheroidal wave functions as a tool to analyze time-frequency localized signals. Recent developments in periodic nonuniform sampling by Venkataramani and Bresler allow us to develop several sampling formulas and discrete methods for applying time-frequency localization concepts to multiband signals. Using concepts introduced by Landau, we explore the behavior of the eigenvalues for time-frequency localization operators. By extending the work of Khare and George, we are able to give several alternatives for calculating these eigenvalues. We also include an error analysis for these calculations.;Our presentation includes a brief history and overview of several concepts related to time-frequency analysis and sampling. We develop distribution theory and functional theoretic foundations in order to provide a rigorous basis for our use of the Poisson summation formula, impulse sampling, synthesis/analysis operators and Bessel sequences.;Our overview emphasizes possible applications in digital signal processing and includes several examples. We also include a small code library to demonstrate how to modularize code based on theory.
机译:在这项工作中,我们以Landau,Slepian和Pollack开发的经典时频分析工具为基础。我们专注于长球面波函数作为分析时频局部信号的工具。 Venkataramani和Bresler在周期性非均匀采样方面的最新进展使我们能够开发出几种采样公式和离散方法,以将时频本地化概念应用于多频带信号。使用Landau引入的概念,我们探索了时频定位算子的特征值的行为。通过扩展Khare和George的工作,我们能够提供几种替代方法来计算这些特征值。我们还包括针对这些计算的误差分析。;我们的演示文稿包括与时频分析和采样相关的几个概念的简要历史和概述。我们开发了分布理论和功能理论基础,以便为我们使用泊松求和公式,脉冲采样,合成/分析算子和Bessel序列提供严格的基础。;我们的概述着重介绍了在数字信号处理中的可能应用,并包括几个示例。我们还包括一个小型代码库,以演示如何基于理论对代码进行模块化。

著录项

  • 作者

    Izu, Scott.;

  • 作者单位

    New Mexico State University.;

  • 授予单位 New Mexico State University.;
  • 学科 Applied Mathematics.;Engineering Electronics and Electrical.
  • 学位 Ph.D.
  • 年度 2009
  • 页码 196 p.
  • 总页数 196
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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