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An adaptive non-parametric short-time Fourier transform: Application to echolocation

机译:自适应非参数短时傅立叶变换:在回声定位中的应用

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摘要

This paper studies a novel time-frequency representation method-adaptive non-parametric short-time Fourier transform (ANSTFT), together with its application to the echolocation signal analysis. By rotating the signal in the analysis window, the local instantaneous frequency has been reset to parallel to the time axis. Then the high frequency and time resolution have been achieved with the mono-frequency signal simultaneously. To find the optimal rotating angle of the local signal, an iterative approximation algorithm has been utilized, which makes the ANSTFT a non-parametric data driving method and have the better generalization ability than the conventional adaptive STFT. Moreover, several numerical examples are presented to illustrate the aforementioned characteristics and the application of ANSTFT to echolocation signal analysis demonstrates its validity.
机译:本文研究了一种新颖的时频表示方法-自适应非参数短时傅里叶变换(ANSTFT),并将其应用于回声定位信号分析中。通过在分析窗口中旋转信号,本地瞬时频率已重置为与时间轴平行。然后利用单频信号同时实现了高频和时间分辨率。为了找到本地信号的最佳旋转角度,采用了迭代逼近算法,这使得ANSTFT成为非参数数据驱动方法,并且具有比常规自适应STFT更好的泛化能力。此外,给出了几个数值示例来说明上述特性,ANSTFT在回声定位信号分析中的应用证明了其有效性。

著录项

  • 来源
    《Applied Acoustics》 |2015年第1期|131-141|共11页
  • 作者单位

    State Key Laboratory of Mechanical System and Vibration, Shanghai Jiao Tong University, No. 800 Dongchuan Road, Minhang District, Shanghai, China;

    State Key Laboratory of Mechanical System and Vibration, Shanghai Jiao Tong University, No. 800 Dongchuan Road, Minhang District, Shanghai, China;

    State Key Laboratory of Mechanical System and Vibration, Shanghai Jiao Tong University, No. 800 Dongchuan Road, Minhang District, Shanghai, China;

    State Key Laboratory of Mechanical System and Vibration, Shanghai Jiao Tong University, No. 800 Dongchuan Road, Minhang District, Shanghai, China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Adaptive non-parametric short-time Fourier transforms; Time-frequency representation; Iterative approximation algorithm; Echolocation signal;

    机译:自适应非参数短时傅立叶变换;时频表示;迭代逼近算法;回声信号;

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