首页 | 本学科首页   官方微博 | 高级检索  
     检索      

基于独立成分分析的混合LFM信号检测
引用本文:李楠,曲长文,刘玉金,苏峰.基于独立成分分析的混合LFM信号检测[J].海军航空工程学院学报,2009,24(4):385-388, 404.
作者姓名:李楠  曲长文  刘玉金  苏峰
作者单位:1. 海军航空工程学院电子信息工程系,山东,烟台,264001;91599部队,山东,莱阳,265200
2. 海军航空工程学院电子信息工程系,山东,烟台,264001
3. 91423部队,辽宁,大连,116043
摘    要:混合LFM信号广泛存在于实际信号环境巾,对其检测极其重要。对有严重交叉项的混合LFM信号的检测十分困难,因此提出了一种基于独立成分分析的混合LFM信号检测法。通过盲源分离提取各独立成分,利用时频分布矩阵的联合对角化法抑制交叉项,再由各成分信号自项求和重构Wigner-Ville分布,采用Wigner-Hough检测各LFM成分。分析了Wigner-Hough变换输入信噪比和输出信噪比的关系,仿真验证了算法的有效性,得出随着样本点数的增加,在低信噪比条件下,能获得好的检测性能的结论:

关 键 词:独立成分分析  Wigner-Hough变换  肓源分离  线性调频信号检测  信噪比

Mixed LFM Signal Detection Based on Independent Component Analysis
LI Nan,QU Chang-wen,LIU Yu-jin and SU Feng.Mixed LFM Signal Detection Based on Independent Component Analysis[J].Journal of Naval Aeronautical Engineering Institute,2009,24(4):385-388, 404.
Authors:LI Nan  QU Chang-wen  LIU Yu-jin and SU Feng
Institution:( Department of Electronic and lnformation Engineering, NAAU, YantaiShandong264001, China: 2. The 91599th Unit ofPLA, Laiyang Shandong 265200, China; 3. The 91423rd Unit ofPLA, Dalian Liaoning 116043, China)
Abstract:Mixed LFM signal is everywhere in signal environments in practice, it is important to detect it for electronic intelligence. The cross-terms of Wigner-Ville distribution resulting from mixed signals reduce its resolution. A new method of eliminating the cross-terms based on independent component analysis was presented. The independent signal components were extracted via blind source separation. The cross-terms were reduced significantly based on joint diagonalisation of the time-frequency distribution matrices. The reconstructed Wigner-Ville distribution has good resolution. Each LFM signal components were detected from mixed signals using Wigner-Hough transform. The relation between input SNR and output SNR was computed. The simulation results showed that the new approach improved detection performance and WHT could enhance the output SNR when sampling number was increased.
Keywords:independent component analysis (ICA)  Wigner-Hough transform (WHT)  blind source separation (BSS)  LFM signal detection  SNR
本文献已被 维普 万方数据 等数据库收录!
点击此处可从《海军航空工程学院学报》浏览原始摘要信息
点击此处可从《海军航空工程学院学报》下载免费的PDF全文
设为首页 | 免责声明 | 关于勤云 | 加入收藏

Copyright©北京勤云科技发展有限公司  京ICP备09084417号