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Wavelet Compressive Sampling Signal Reconstruction Using Upside-Down Tree Structure

机译:基于倒置树结构的小波压缩采样信号重构

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摘要

This paper suggests an upside-down tree-based orthogonal matching pursuit (UDT-OMP) compressive sampling signal reconstruction method in wavelet domain. An upside-down tree for the wavelet coefficients of signal is constructed, and an improved version of orthogonal matching pursuit is presented. The proposed algorithm reconstructs compressive sampling signal by exploiting the upside-down tree structure of the wavelet coefficients of signal besides its sparsity in wavelet basis. Compared with conventional greedy pursuit algorithms: orthogonal matching pursuit (OMP) and tree-based orthogonal matching pursuit (TOMP), signal-to-noise ratio (SNR) using UDT-OMP is significantly improved.
机译:本文提出了一种基于倒置树的小波域正交匹配追踪(UDT-OMP)压缩采样信号重构方法。构造了信号小波系数的倒置树,并提出了正交匹配追踪的改进版本。该算法通过利用信号的小波系数稀疏性的倒置树形结构来重建压缩采样信号。与传统的贪婪追踪算法(正交匹配追踪(OMP)和基于树的正交匹配追踪(TOMP))相比,使用UDT-OMP的信噪比(SNR)显着提高。

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  • 来源
    《Mathematical Problems in Engineering》 |2011年第4期|p.1-10|共10页
  • 作者单位

    School of Automation Engineering, University of Electronic Science and Technology of China, Chengdu 611731, China;

    School of Automation Engineering, University of Electronic Science and Technology of China, Chengdu 611731, China;

    School of Automation Engineering, University of Electronic Science and Technology of China, Chengdu 611731, China;

    School of Automation Engineering, University of Electronic Science and Technology of China, Chengdu 611731, China;

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