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Time-frequency techniques for digital signal processing.

机译:用于数字信号处理的时频技术。

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摘要

The demand for analyzing nonstationary signals has resulted in the continuous use of time-frequency techniques. Traditional time-frequency techniques such as the short-time Fourier transform (STFT) and the Wigner-Ville distribution (WVD) have such limitations as the fixed resolution and cross-term interference. The latest development of wavelets results in the study of time-scale distributions, whose advantage is the varied time-frequency resolution.; In such DSP applications as the inverse synthetic aperture radar (ISAR) imaging, the conventional Fourier method results in a blurred image due to its inability to deal with the time-varying frequency. To obtain a clear image with a high resolution, we proposed the use of wavelet-packet-based cross-term deleted representation (WPCDR). When this representation is applied to the ISAR imaging, a much sharper image is obtained.; In the detection of multiple linear frequency-modulated (LFM) signal, the Radon-ambiguity transform (RAT) which combines the ambiguity function and the Radon transform is proposed. This method reduces the 2-D problem of the Radon-Wigner transform (RWT) based detection to a 1-D problem, and consequently reduces the computational load.; Motivated by the need to develop a more efficient encoding method for magnetic resonance imaging (MRI), a dynamic wavelet encoding technique is proposed. With this technique, the region of interest (ROI) is determined and then updated by wavelet encoded imaging. Images can be therefore generated at a rate faster than standard phase encoded images, and with no sacrifice in resolution.
机译:分析非平稳信号的需求导致了时频技术的不断使用。传统的时频技术,例如短时傅立叶变换(STFT)和Wigner-Ville分布(WVD),具有诸如固定分辨率和跨项干扰之类的局限性。小波的最新发展导致了时标分布的研究,其优势在于时频分辨率的变化。在诸如反向合成孔径雷达(ISAR)成像的DSP应用中,传统的傅里叶方法由于无法处理时变频率而导致图像模糊。为了获得高分辨率的清晰图像,我们建议使用基于小波包的交叉项删除表示(WPCDR)。当将此表示应用于ISAR成像时,可获得更清晰的图像。在多线性调频(LFM)信号的检测中,提出了将模糊度函数和Radon变换相结合的Radon模糊度变换(RATon)。该方法将基于Radon-Wigner变换(RWT)的检测的2D问题减少为1D问题,从而减少了计算量。由于需要开发用于磁共振成像(MRI)的更有效的编码方法,提出了动态小波编码技术。使用此技术,可以确定感兴趣区域(ROI),然后通过小波编码成像进行更新。因此,可以以比标准相位编码图像更快的速率生成图像,而不会牺牲分辨率。

著录项

  • 作者

    Wang, Minsheng.;

  • 作者单位

    Texas A&M University.;

  • 授予单位 Texas A&M University.;
  • 学科 Engineering Electronics and Electrical.
  • 学位 Ph.D.
  • 年度 1998
  • 页码 98 p.
  • 总页数 98
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 无线电电子学、电信技术;
  • 关键词

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