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Applications of the joint time-frequency transforms on inverse problems in electromagnetics.

机译:联合时频变换在电磁学反问题中的应用。

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摘要

Two novel joint time-frequency transforms (JTFTs) are introduced and investigated. Both methods combine the advantages of a joint time-frequency signal representation with the properties of spectral estimation techniques. In particular, the PDFT algorithm, a linear spectral estimation technique, is used to replace the discrete Fourier transform operation of the short time Fourier transform (STFT) and the Wigner Ville distribution (WVD). The novel JTFTs, which are termed ‘short time PDFT’ (STPDFT) and Wigner PDFT (WPDFT) are aimed at providing enhanced estimation of the instantaneous signal frequency.; The performance of both the STPDFT as well as the WPDFT is evaluated based on synthesized signals. While both methods provide a significantly improved resolution of the joint time-frequency plane, the STPDFT is shown to be more attractive for practical signal processing problems. This is due to the fact the STPDFT is a linear method (as compared to the nonlinear WPDFT transformation) and computationally more efficient.; The novel JTFTs are then applied to inverse synthetic aperture radar imaging. Due to the numerical complexity of the WPDFT only the STPDFT is applied extensively to measured data and synthetic data which simulate realistic imaging problems. In order to evaluate the performance of the STPDFT algorithm it is applied to imaging problems which have been addressed successfully with JTFTs before. In particular, this includes the problem of motion blur in inverse synthetic radar imaging. The performance of the STPDFT algorithm is compared with the results obtained with other JTFTs. The results prove the concept of improved resolution in the JTFT domain, with acceptable numerical complexity.; In addition, the STPDFT algorithm is applied to low resolution radar data acquired in the context of foliage penetration radar imaging. In this case the JTFTs are used as heuristic measures to improve the target to background ratio and to enhance target features. Again, it is possible to confirm the good performance of the STPDFT algorithm as compared to alternative JTFTs.
机译:介绍并研究了两种新颖的联合时频变换(JTFT)。两种方法都结合了联合时频信号表示的优点和频谱估计技术的特性。特别地,PDFT算法是一种线性频谱估计技术,用于代替短时傅立叶变换(STFT)和维格纳维尔分布(WVD)的离散傅立叶变换操作。新颖的JTFT被称为“短时PDFT”(STPDFT)和Wigner PDFT(WPDFT),旨在提供对瞬时信号频率的增强估计。 STPDFT和WPDFT的性能均基于合成信号进行评估。虽然这两种方法都可以显着提高联合时频平面的分辨率,但事实证明,STPDFT对于实际的信号处理问题更具吸引力。这是由于事实,STPDFT是一种线性方法(与非线性WPDFT变换相比),并且计算效率更高。然后将新型JTFT应用于逆合成孔径雷达成像。由于WPDFT的数值复杂性,仅STPDFT被广泛应用于模拟现实成像问题的测量数据和合成数据。为了评估STPDFT算法的性能,将其应用于以前已通过JTFT成功解决的成像问题。特别地,这包括逆合成雷达成像中的运动模糊问题。将STPDFT算法的性能与其他JTFT的结果进行了比较。结果证明了在JTFT域中提高分辨率的概念,具有可接受的数值复杂性。此外,STPDFT算法适用于在树叶穿透雷达成像的情况下获取的低分辨率雷达数据。在这种情况下,JTFT被用作启发式措施,以提高目标与背景之比并增强目标特征。同样,可以确认与替代JTFT相比,STPDFT算法的良好性能。

著录项

  • 作者

    Ghogomu, Patrick Ndinakie.;

  • 作者单位

    University of Massachusetts Lowell.;

  • 授予单位 University of Massachusetts Lowell.;
  • 学科 Engineering Electronics and Electrical.
  • 学位 D.Eng.
  • 年度 2003
  • 页码 176 p.
  • 总页数 176
  • 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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