首页 | 本学科首页   官方微博 | 高级检索  
     

基于空频域稀疏表示的宽频段DOA估计
引用本文:李鹏飞, 张旻, 钟子发, 罗争. 基于空频域稀疏表示的宽频段DOA估计[J]. 电子与信息学报, 2012, 34(2): 404-409. doi: 10.3724/SP.J.1146.2011.00503
作者姓名:李鹏飞  张旻  钟子发  罗争
作者单位:合肥电子工程学院309研究室 合肥230037安徽省电子制约技术重点实验室 合肥230037
摘    要:该文提出一种基于空频域稀疏表示的宽频段波达方向(DOA)估计方法,解决稀疏表示方法在宽带接收机对窄带信号的频率和角度估计中的难题。用空间频率代替频率和方位角的 2 维组合构建过完备字典,字典的长度仅相当于窄带信号DOA估计的字典长度,却能覆盖整个无模糊频段,大大降低了稀疏分解的计算量。该方法首先在频域估计信号的准确频率,根据频域峰值的位置构建频域峰值协方差矩阵。对频域峰值协方差矩阵进行特征分解,利用主特征向量建立稀疏模型估计信号的DOA。算法在低信噪比下具有较高的估计精度,仿真实验和分析验证了该文方法的正确性和有效性。

关 键 词:信号处理   波达方向   空间频率   稀疏表示   神经网络   宽频段
收稿时间:2011-05-25
修稿时间:2011-09-05

Broadband DOA Estimation Based on Sparse Representation in Spatial Frequency Domain
Li Peng-Fei, Zhang Min, Zhong Zi-Fa, Luo Zheng. Broadband DOA Estimation Based on Sparse Representation in Spatial Frequency Domain[J]. Journal of Electronics & Information Technology, 2012, 34(2): 404-409. doi: 10.3724/SP.J.1146.2011.00503
Authors:Li Peng-fei    Zhang Min    Zhong Zi-fa    Luo Zheng
Affiliation:(Laboratory 309,Electronic Engineering Institute of Hefei,Hefei 230037,China)(Key Laboratory of Electronic Restricting Technique,Anhui Province,Hefei 230037,China)
Abstract:A novel wide-band Direction-Of-Arrival(DOA) estimation method based on space-frequency sparse representation is proposed to estimate the frequency and DOA of narrow band signal with a wide band receiver.The over-complete dictionary is constructed by using space-frequency to replace the 2D combination of frequency and azimuth.Although the length of constructed dictionary equates to the length of narrow signal DOA estimation’s dictionary,it could cover the whole unambiguous frequency.The precise frequency of signal is estimated through frequency spectral searching,and the frequency covariance matrix is constructed based on the position of frequency spectral peak.Then DOA can be obtained using the sparse representation of the large eigenvectors,which are coming form the frequency peak covariance matrix’s Eigenvalue Decomposition(ED).The proposed method has a higher precision in the low Signal to Noise Ratio(SNR),and the number estimated can be much more than the array numbers.The experiment results indicate that the proposed method is correct and effective to estimate the frequency and DOA of narrow signal for wide-band receiver.
Keywords:Signal processing  Direction Of Arrival(DOA)  Spatial frequency  Sparse representation  Neural network  Broadband
本文献已被 CNKI 万方数据 等数据库收录!
点击此处可从《电子与信息学报》浏览原始摘要信息
点击此处可从《电子与信息学报》下载全文
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