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Recent advances in nonstationary signal analysis: time-varying higher-order spectra and multilinear time-frequency signal analysis

机译:非平稳信号分析的最新进展:时变高阶谱和多线性时频信号分析

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Abstract: This paper is written to provide both a historical review of past work and an overview of recent advances in time-frequency signal analysis and time-varying higher-order spectra. The paper is organized as follows: Section 1 discusses the need for time-frequency signal analysis (TFSA), as opposed to either time or frequency analysis. Section 2 covers the many faceted developments which occurred in TFSA in the 1980s and early 1990s. It covers bilinear or energetic time-frequency distributions (TFDs). Section 3 deals with a generalization of bilinear TFDs to multilinear Polynomial TFDs and their relationship to time-varying higher order spectra (TVHOS). Section 4 provides a coverage of the Wigner-Ville trispectrum, which is a particular TVHOS, used for analyzing signals affected by Gaussian multiplicative noise. Section 5 is devoted to conclusions. !81
机译:摘要:本文旨在提供对过去工作的历史回顾,并概述时频信号分析和时变高阶谱的最新进展。本文的结构如下:第1节讨论了时频信号分析(TFSA)的需求,而不是时间或频率分析。第二部分介绍了TFSA在1980年代和1990年代初发生的许多方面的发展。它涵盖了双线性或高能时频分布(TFD)。第3节介绍了将双线性TFD推广到多线性多项式TFD及其与时变高阶谱(TVHOS)的关系。第4节介绍了Wigner-Ville三频谱,这是一种特殊的TVHOS,用于分析受高斯乘法噪声影响的信号。第5节专门讨论结论。 !81

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