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Low-Complexity Iterative Adaptive Linearly Constrained Minimum Variance Beamformer

机译:低复杂度迭代自适应线性约束最小方差波束形成器

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摘要

The closed-form solution of linearly constrained minimum variance (CF-LCMV) suffers heavy computational burden from two-matrix inversion when computing the optimal vector. CF-LCMV is not an adaptive beamformer and performs poorly with low signal-to-interference-plus-noise-ratio (SINR) and small number of snapshots. In this study, we derive a low-complexity iterative adaptive LCMV (IA-LCMV) algorithm based on conjugate gradient (CG) technique with threefold advantages: first, IA-LCMV can remarkably alleviate the complexity of CF-LCMV; second, IA-LCMV can adjust output adaptively with comparable convergence speed. Finally, it shows robust performance against low SINR and small number of snapshots. Simulation results demonstrate the efficacy of our proposed algorithms.
机译:计算最佳矢量时,线性约束最小方差(CF-LCMV)的封闭形式解决方案因两矩阵求逆而承受沉重的计算负担。 CF-LCMV不是自适应波束形成器,并且在低信号干扰加噪声比(SINR)和少量快照的情况下性能较差。在这项研究中,我们基于共轭梯度(CG)技术推导了一种低复杂度的迭代自适应LCMV(IA-LCMV)算法,该算法具有三方面的优势:首先,IA-LCMV可以显着降低CF-LCMV的复杂度;其次,IA-LCMV可以以相当的收敛速度自适应地调整输出。最后,它显示出针对低SINR和少量快照的强大性能。仿真结果证明了我们提出的算法的有效性。

著录项

  • 来源
    《Circuits, systems, and signal processing》 |2014年第3期|987-997|共11页
  • 作者单位

    Department of Electronic Engineering, University of Electronics Science and Technology of China, Chengdu, Sichuan 611731, China ,TONGFANG Electronic Science and Technology CO., LTD., Jiujiang, Jiangxi 332007, China ,Department of Electronic Engineering, Tsinghua University, Beijing 100084, China;

    TONGFANG Electronic Science and Technology CO., LTD., Jiujiang, Jiangxi 332007, China;

    TONGFANG Electronic Science and Technology CO., LTD., Jiujiang, Jiangxi 332007, China;

    Department of Electronic Engineering, University of Electronics Science and Technology of China, Chengdu, Sichuan 611731, China;

    Department of Electronic Engineering, Tsinghua University, Beijing 100084, China;

    Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, Shenzhen 518055, 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

    Closed-form LCMV (CF-LCMV) beamformer; Conjugate gradient method; Iterative adaptive beamformer; Array signal processing;

    机译:闭式LCMV(CF-LCMV)波束形成器;共轭梯度法迭代自适应波束形成器;阵列信号处理;

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