基于硬阈值迭代的电力线载波通信脉冲噪声抑制方法

余明宸; 李有明; 付彩梅; 周桂莉

doi:10.11959/j.issn.1000-0801.2016277

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基于硬阈值迭代的电力线载波通信脉冲噪声抑制方法

研究与开发 | 更新时间：2024-06-05

- 基于硬阈值迭代的电力线载波通信脉冲噪声抑制方法
- Iterative hard thresholding based impulsive noise suppression method in power line communication system
- 电信科学 2016年32卷第11期页码：101-106
- 作者机构：
- 作者简介：
  
  [ "余明宸（1991-），男，宁波大学硕士生，主要研究方向为电力线通信系统脉冲干扰。" ]
  [ "李有明（1963-），男，宁波大学通信技术研究所教授、博士生导师，主要研究方向为宽带通信、电力线通信、协作中继、认知无线电等。" ]
  [ "付彩梅（1990-），女，宁波大学硕士生，主要研究方向为认知无线电中的频谱检测技术。" ]
  [ "周桂莉（1992-），女，宁波大学硕士生，主要研究方向为水声通信系统中资源分配和干扰抑制。" ]
- 基金信息：
  
  国家自然科学基金资助项目;The National Natural Science Foundation of China(61571250);宁波市自然科学基金资助项目;The Natural Science Foundation of Ningbo of China(2015A610121)
- DOI：10.11959/j.issn.1000-0801.2016277
  中图分类号： TN913
- 网络出版日期：2016-11，
  
  纸质出版日期：2016-11-20
- 稿件说明：
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余明宸, 李有明, 付彩梅, 等. 基于硬阈值迭代的电力线载波通信脉冲噪声抑制方法[J]. 电信科学, 2016,32(11):101-106.

Mingchen YU, Youming LI, Caimei FU, et al. Iterative hard thresholding based impulsive noise suppression method in power line communication system[J]. Telecommunications science, 2016, 32(11): 101-106.
余明宸, 李有明, 付彩梅, 等. 基于硬阈值迭代的电力线载波通信脉冲噪声抑制方法[J]. 电信科学, 2016,32(11):101-106. DOI： 10.11959/j.issn.1000-0801.2016277.

Mingchen YU, Youming LI, Caimei FU, et al. Iterative hard thresholding based impulsive noise suppression method in power line communication system[J]. Telecommunications science, 2016, 32(11): 101-106. DOI： 10.11959/j.issn.1000-0801.2016277.

摘要

在电力线载波通信系统中，由于脉冲噪声的存在，系统性能会受到严重影响。考虑到脉冲噪声在时域上具有稀疏性，基于压缩感知的脉冲噪声估计方法被广泛采用。提出了一种基于硬阈值迭代的压缩感知方法来估计脉冲噪声。该方法通过迭代求解更新阈值，然后利用阈值函数对脉冲噪声进行估计，最后在接收信号中减去脉冲噪声的估计值，完成对脉冲噪声的抑制。仿真结果表明，该方法能够准确估计脉冲噪声幅值点，同时在均方误差与估计信噪比的性能上都有提高。

Abstract

The performance of power line communication systems is seriously affected by impulsive noise.The compressed sensing theory has been applied for estimation in view of the sparse property of impulsive noise in the time domain.A compressed sensing method based on the iterative hard thresholding was proposed to estimate the impulsive noise.Firstly

the thresholding value was updatedby iteration

and then the thresholding function was used to estimate the impulsive noise.Finally

the impulsive noise was cancelled by subtracting the estimation value from the received signal.Simulation results show that the proposed method can efficiently estimate the impulsive noise and promote the performance bothinmean square error and signal to noise ratio.

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references

YOON S G , JANG S , KIM Y H , et al . Opportunistic routing for smart grid with power line communication access networks [J ] . IEEE Transactions on Smart Grid , 2014 , 5 ( 1 ): 303 - 311 .

FERREIRA H C , LAMPE L , NEWBURY J , et al . Power line communication-theory and applications for narrowband and broadband communications over power lines [M ] . Beijing:Press of China Electric Power , 2014 : 55 - 59 .

NASSAR M , LIN J , MORTAZAVI Y , et al . Local utility power line communications in the 3-500 kHz band:channel impairments,noise,and standards [J ] . Optics Express , 2012 , 29 ( 5 ): 116 - 127 .

张强 . 宽带电力线通信中脉冲噪声消除算法及其VLSI实现 [D ] . 上海：复旦大学， 2013 .

ZHANG Q . The mitigation algorithm of impulsive noise in broadband powerline communication system and its VLSI implementation [D ] . Shanghai:Fudan University , 2013 .

NASSAR M , GULATI K , MORTAZAVI Y , et al . Statistical modeling of asynchronous impulsive noise in powerline communication networks [C ] // Global Telecommunications Conference , December 5 - 9 , 2011 , Houston,TX,USA . New Jersey : IEEE Press , 2011 : 1 - 6 .

RABIE K M , ALSUSA E . MC-CDMA transmission with blanking nonlinearity for impulsive noise power-line communication channels [C ] // IEEE Vehicular Technology Conference , May 11 - 14 , 2015 , Glasgow,USA . New Jersey : IEEE Press , 2015 : 1 - 5 .

LIU J , PANDE T , KIM I H , et al . Time-frequency modulation diversity to combat periodic impulsive noise in narrowband powerline communications [J ] . IEEE Transactions on Communications , 2015 , 63 ( 5 ): 1 - 10 .

RABIE K M , ALSUSA E . Performance analysis of adaptive hybrid nonlinear preprocessors for impulsive noise mitigation over power-line channels [C ] // IEEE International Conference on Communications , June 8 - 12 , 2015 , London,UK . New Jersey : IEEE Press , 2015 : 728 - 733 .

ZHIDKOV S V . Analysis and comparison of several simple impulsive noise mitigation schemes for OFDM receivers [J ] . IEEE Transactions on Communications , 2008 , 56 ( 1 ): 5 - 9 .

LIN J , NASSAR M , EVANS B L . Non-parametric impulsive noise mitigation in OFDM systems using sparse bayesianlearning [C ] // Global Telecommunications Conference , December 5 - 9 , 2011 , Houston,TX,USA . New Jersey : IEEE Press , 2011 : 1 - 5 .

DAUBECHIES I , DEFRISE W , MOL C D . An iterative thresholding algorithm for linear inverse problems with a sparsity constraint [J ] . Communications on Pure＆Applied Mathematics , 2003 , 57 ( 11 ): 1413 - 1457 .

THEIS F J , JUNG A , PUNTONET C G , et al . Signal recovery from partial information via orthogonal matching pursuit [J ] . IEEE Transactions on Information Theory , 2007 , 53 ( 12 ): 4655 - 4666 .

ALNAFFOURI T Y , QUADEER A A , CAIRE G . Impulse noise estimation and removal for OFDM systems [J ] . IEEE Transactions on Communications , 2014 , 62 ( 3 ): 976 - 989 .

LAMPE L . Burstyimpulsenoisedetectionbycompressedsensing [C ] // IEEE International Symposium on Power Line Communications and its Applications , April 3 - 6 , 2011 , Udine,USA . New Jersey : IEEE Press , 2011 : 29 - 34 .

JUWONO F H , GUO Q , HUANG D , et al . Impulsive noise detection in PLC with smoothed L0-norm [C ] // IEEE International Conference on Acoustics,Speech and Signal Processing , April 19 - 24 , 2015 , South Brisbane,QLD,USA . New Jersey : IEEE Press , 2015 : 3232 - 3236 .

OLLILA E , HYON-JUNG KIM , KOIVUNEN V . Robust iterative hard thresholding for compressed sensing [C ] // IEEE International Symposium on Communications,Control and Signal Processing , May 21 - 23 , 2014 , Athens,Hellenic Republic . New Jersey : IEEE Press , 2014 : 226 - 229 .

HUNTER D R , LANGE K . A tutorial on MM algorithms [J ] . American Statistician , 2010 , 58 ( 1 ): 30 - 37 .

BLUMENSATH T , DAVIES M E . Iterative thresholding for sparse approximations [J ] . Journal of Fourier Analysis＆Applications , 2008 , 14 ( 5 ): 629 - 654 .

XU Z , CHANG X , XU F . L1/2 regularization:a thresholding representation theory and a fast solver [J ] . IEEE Transactions on Neural Networks＆Learning Systems , 2012 , 23 ( 7 ): 1013 - 27 .

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