激光与光电子学进展, 2020, 57 (19): 190701, 网络出版: 2020-09-23  

基于盲源分离的卫星多径信号提取算法 下载: 872次

Satellite Multipath Signal Extraction Algorithm Based on Blind Source Separation
作者单位
1 辽宁工程技术大学电子与信息工程学院, 辽宁 葫芦岛 125105
2 辽宁瀚石机械制造有限公司, 辽宁 阜新 123000
摘要
针对卫星多径信号引入的干扰问题,建立了卫星多径干扰信号盲源分离模型,采用基于降维Householder变换的特征矩阵联合近似对角化(JADE)算法对接收的混合信号四阶累积量进行联合近似对角化,从而提取多径信号。实验结果表明,本算法能很好地分离频谱完全重叠的多径信号和部分重叠的干扰信号;在提取多径信号方面,本算法的性能优于快速独立成分分析(FastICA)算法;在运行时间上,FastICA算法运行1000次的平均时间约为采用Givens旋转的Cardoso高阶累积量特征矩阵联合近似对角化(CG-JADE)算法的6倍,而本算法比CG-JADE算法的平均运行时间少0.0024 s,证明了本算法的有效性和快速性。
Abstract
Aim

ing at the interference problem introduced by satellite multipath signals, a blind source separation model of satellite multipath interference signals is established. The joint approximate diagonalization of eigenmatrix (JADE) algorithm based on dimensionality reduction Householder transformation is used to perform the joint approximate diagonalization of the fourth-order cumulants of received mixed signals, so as to extract multipath signals. Experimental results show that the algorithm can well separate the multipath signals with spectrum completely overlapped and the interference signals with spectrum partially overlapped. In terms of extracting multipath signals, the performance of this algorithm is superior to fast independent component analysis (FastICA) algorithm . In terms of running time, the average time of FastICA algorithm running 1000 times is about 6 times that of the Cardoso Givens-JADE(CG-JADE) algorithm, and the average running time of this algorithm is 0.0024 s less than that of GG-JADE algorithm, which proves its effectiveness and rapidity.

冀常鹏, 文倩, 黄健聪. 基于盲源分离的卫星多径信号提取算法[J]. 激光与光电子学进展, 2020, 57(19): 190701. Changpeng Ji, Qian Wen, Jiancong Huang. Satellite Multipath Signal Extraction Algorithm Based on Blind Source Separation[J]. Laser & Optoelectronics Progress, 2020, 57(19): 190701.

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