Robust Equalizer Based on New Lower-Order Statistic Under Impulsive Noise Cases

IF 1.8 3区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC
Xuejun Zhang, Limin Lei, Dazheng Feng, Juan Wu
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引用次数: 0

Abstract

Digital communication systems usually suffer from two factors: inter-symbol interference and impulsive noise. To improve the performance of communication receivers, this paper proposes a good solution to a linear blind equalizer. Firstly, a new lower-order statistic with a lower influence of impulsive noise is constructed based on a nonlinear function. Secondly, an unconstrained optimization problem is formulated by minimizing the mean square error related to the new lower-order statistic, and a new equalization algorithm is derived to effectively compensate for the inter-symbol interference. Thirdly, to further enhance the robustness of the proposed algorithm, the iterative formula of the proposed algorithm is handled by normalizing samples. Finally, numerical simulation results demonstrate that the proposed algorithm achieves better performance under Gaussian and impulsive noise.

Abstract Image

基于脉冲噪声情况下新低阶统计量的鲁棒均衡器
数字通信系统通常受到两个因素的影响:符号间干扰和脉冲噪声。为了提高通信接收机的性能,本文提出了一种线性盲均衡器的良好解决方案。首先,在非线性函数的基础上,构建了一种新的低阶统计量,其受脉冲噪声的影响较小。其次,通过最小化与新低阶统计量相关的均方误差,提出了一个无约束优化问题,并推导出一种新的均衡算法,以有效补偿符号间干扰。第三,为了进一步增强所提算法的鲁棒性,对所提算法的迭代公式进行了样本归一化处理。最后,数值仿真结果表明,所提算法在高斯噪声和脉冲噪声下取得了更好的性能。
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来源期刊
Circuits, Systems and Signal Processing
Circuits, Systems and Signal Processing 工程技术-工程:电子与电气
CiteScore
4.80
自引率
13.00%
发文量
321
审稿时长
4.6 months
期刊介绍: Rapid developments in the analog and digital processing of signals for communication, control, and computer systems have made the theory of electrical circuits and signal processing a burgeoning area of research and design. The aim of Circuits, Systems, and Signal Processing (CSSP) is to help meet the needs of outlets for significant research papers and state-of-the-art review articles in the area. The scope of the journal is broad, ranging from mathematical foundations to practical engineering design. It encompasses, but is not limited to, such topics as linear and nonlinear networks, distributed circuits and systems, multi-dimensional signals and systems, analog filters and signal processing, digital filters and signal processing, statistical signal processing, multimedia, computer aided design, graph theory, neural systems, communication circuits and systems, and VLSI signal processing. The Editorial Board is international, and papers are welcome from throughout the world. The journal is devoted primarily to research papers, but survey, expository, and tutorial papers are also published. Circuits, Systems, and Signal Processing (CSSP) is published twelve times annually.
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