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脉冲噪声下基于循环相关熵和稀疏重构的宽带信号DOA估计

张家成 邱天爽 栾声扬 李景春 李蓉

张家成, 邱天爽, 栾声扬, 李景春, 李蓉. 脉冲噪声下基于循环相关熵和稀疏重构的宽带信号DOA估计[J]. 电子与信息学报, 2020, 42(11): 2587-2591. doi: 10.11999/JEIT190521
引用本文: 张家成, 邱天爽, 栾声扬, 李景春, 李蓉. 脉冲噪声下基于循环相关熵和稀疏重构的宽带信号DOA估计[J]. 电子与信息学报, 2020, 42(11): 2587-2591. doi: 10.11999/JEIT190521
Jiacheng ZHANG, Tianshuang QIU, Shengyang LUAN, Jingchun LI, Rong LI. Wideband DOA Estimation via Cyclic Correntropy and Sparse Reconstruction in the Presence of Impulsive Noise[J]. Journal of Electronics & Information Technology, 2020, 42(11): 2587-2591. doi: 10.11999/JEIT190521
Citation: Jiacheng ZHANG, Tianshuang QIU, Shengyang LUAN, Jingchun LI, Rong LI. Wideband DOA Estimation via Cyclic Correntropy and Sparse Reconstruction in the Presence of Impulsive Noise[J]. Journal of Electronics & Information Technology, 2020, 42(11): 2587-2591. doi: 10.11999/JEIT190521

脉冲噪声下基于循环相关熵和稀疏重构的宽带信号DOA估计

doi: 10.11999/JEIT190521
基金项目: 国家自然科学基金(61671105, 61172108, 61139001, 81241059, 61501301, 61801197)
详细信息
    作者简介:

    张家成:男,1993年生,博士,主要研究方向为阵列信号处理,非高斯非平稳信号处理

    邱天爽:男,1954年生,教授,博士生导师,研究方向为非平稳高斯统计信号处理,数字信号处理等

    栾声扬:男,1983年生,博士,讲师,硕士生导师,主要研究方向为非高斯非平稳信号处理,深度学习

    李景春:男,1966年生,博士,教授级高级工程师,主要研究方向为无线电监测理论与应用等

    李蓉:女,1984年生,博士,高级工程师,研究方向为认知无线电与数字信号处理等

    通讯作者:

    邱天爽 qiutsh@dlut.edu.cn

  • 中图分类号: TN911.7

Wideband DOA Estimation via Cyclic Correntropy and Sparse Reconstruction in the Presence of Impulsive Noise

Funds: The National Natural Science Foundation of China (61671105, 61172108, 61139001, 81241059, 61501301, 61801197)
  • 摘要: 针对脉冲噪声与同频带干扰并存时宽带信号的波达方向(DOA)估计问题,该文提出一种结合循环相关熵(CCE)与稀疏重构的算法。首先,分析了宽带信源的接收信号模型,并利用循环相关熵的性质构造出对脉冲噪声与同频带干扰具有抑制能力的宽带信号虚拟输出阵列。随后对该虚拟输出阵列进行稀疏表示,并通过归一化迭代硬阈值(NIHT)算法进行稀疏重构,从而估计宽带信号的波达方向。实验结果表明,该算法对脉冲噪声和同频带干扰具有很好的抑制作用,并且相较已有算法在估计性能方面有明显的改善。
  • 图  1  不同广义信噪比下的算法性能

    图  2  不同噪声特征指数下的算法性能

    图  3  不同快拍数对应的算法性能

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出版历程
  • 收稿日期:  2019-07-11
  • 修回日期:  2019-11-22
  • 网络出版日期:  2020-09-01
  • 刊出日期:  2020-11-16

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