吉林大学学报(信息科学版)

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 基于FastICA的盲干扰对齐算法

艾頔, 赵晓晖   

  1. 吉林大学 通信工程学院, 长春 130012
  • 收稿日期:2014-04-30 出版日期:2015-01-24 发布日期:2015-03-20
  • 作者简介:艾頔(1989—), 女, 长春人, 吉林大学硕士研究生, 主要从事认知无线电研究, (Tel)86-18686614920(E-mail) tuntunwings@163.com; 赵晓晖(1957—), 男, 北京人, 吉林大学教授, 博士生导师, 主要从事信号处理理论在通信中的应用研究, (Tel)86-13944884530(E-mail)xhzhao@jlu.edu.cn。
  • 基金资助:

    国家自然科学基金资助项目(61171079)

FastICA for Blind Interference Alignment Algorithm

AI Di, ZHAO Xiaohui   

  1. College of Communication Engineering, Jilin University, Changchun 130012, China
  • Received:2014-04-30 Online:2015-01-24 Published:2015-03-20

摘要:

为克服现有的干扰对齐方法中发送端信道传输信息不足的问题, 提出了一种新的盲干扰对齐(BIA: Blind Interference Alignment)算法。在K用户MIMO(Multiple Input Multiple Output)干扰信道中, 发射端已经建立起干扰对齐机制条件下, 依照盲源分离(BSS: Blind Source Separation)理论, 将IA(Interference Alignment)模型与BSS模型相结合, 在接收端采用FastICA(Fast Independent Component Analysis)算法, 建立以干扰对齐为模型的目标函数。对数据进行中心化, 通过逐个分离的方法, 单独分离每个独立分量, 从而提取期望信号。Matlab仿真结果表明, 该算法能在未知信道状态信息的情况下有效实现干扰对齐, 同时具有较好的误码率。

关键词: 盲干扰对齐, FastICA算法, 盲源分离, 误码率

Abstract:

To overcome the problem of the interference alignment schemes without CSIT(Channel State Information at Transmitters), we present a new IA(Interference Alignment) algorithm with blind source separation for K user MIMO(Multiple Input Multiple Output) interference channel on the basis of already built interference align
ment design at transmitters. According to the BSS(Blind Source Separation), we build the objective function for the model of the interference alignment. We
 centralize data by the method of separation individually, separate out each independent component, so that the desired signal is extracted by FastICA(Fast
 Independent Component Analysis) algorithm at receivers. Simulation results in Matlab show that this algorithm can effectively realize interference alignment w
ithout CSIT, and keep good BER(Bit Error Rate)performance.

Key words: blind interference alignment, fast independent component analysis(FastICA) algorithm, blind source separation, bit error rate(BER)

中图分类号: 

  • TN929