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Efficient Impulsive Noise Mitigation for OFDM Systems Using the Alternating Direction Method of Multipliers

机译:使用乘法器交替方向法的OFDM系统有效脉冲噪声缓解

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摘要

An efficient impulsive noise estimation algorithm based on alternating direction method of multipliers (ADMM) is proposed for OFDM systems using quadrature amplitude modulation (QAM). Firstly, we adopt the compressed sensing (CS) method based on the l(1)-norm optimization to estimate impulsive noise. Instead of the conventional methods that exploit only the received signal in null tones as constraint, we add the received signal of data tones and QAM constellations as constraints. Then a relaxation approach is introduced to convert the discrete constellations to the convex box constraints. After that a linear programming is used to solve the optimization problem. Finally, a framework of ADMM is developed to solve the problem in order to reduce the computation complexity. Simulation results for 4-QAM and 16-QAM demonstrate the practical advantages of the proposed algorithm over the other algorithms in bit error rate performance gains.
机译:针对采用正交幅度调制(QAM)的OFDM系统,提出了一种基于乘法器交替方向法(ADMM)的高效脉冲噪声估计算法。首先,我们基于l(1)-范数优化采用压缩感知(CS)方法来估计脉冲噪声。代替仅利用空音调的接收信号作为约束的常规方法,我们将数据音调和QAM星座的接收信号添加为约束。然后引入松弛方法将离散星座转换为凸盒约束。之后,使用线性规划来解决优化问题。最后,开发了ADMM框架来解决该问题,以降低计算复杂度。 4-QAM和16-QAM的仿真结果证明,与其他算法相比,该算法在误码率性能方面具有实际优势。

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  • 来源
    《Mathematical Problems in Engineering》 |2018年第7期|4968682.1-4968682.11|共11页
  • 作者单位

    Ningbo Univ, Fac Informat Sci & Engn, Ningbo 315211, Zhejiang, Peoples R China;

    Ningbo Univ, Fac Informat Sci & Engn, Ningbo 315211, Zhejiang, Peoples R China;

    Natl Huaqiao Univ, Coll Informat Sci & Engn, Xiamen 361021, Peoples R China;

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