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一种基于稀疏表示的DOA估计新方法

A new method for DOA estimation based on sparse representations
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摘要 提出了一种基于空间频率稀疏表示的宽带波达方向DOA估计方法。首先利用空间频率构建过完备字典,以代替传统的频率和角度的二维字典,大大缩小了字典长度。然后对接收到的数据进行傅里叶变换,建立稀疏模型进行DOA估计,提高了算法在低信噪比下的性能。经验证,该算法可对宽带范围内的多个窄带信号及宽带信号进行高精度DOA估计,且适用于非相干信号和相干信号。 A wide-band DOA estimation method based on space frequency sparse representation is proposed. Firstly, the over-complete dictionary by using space frequency is constructed to replace the traditional 2-D dictionary using frequency and azimuth. It reduces the length of dictionary. Secondly,the received signals of frequency covariance are used to construct sparse DOA estimation model to improve the performance in low SNR. The theory analysis and experiment results indicate that the proposed method is correct and effective to estimate the frequency and DOA of many narrow-band signals and wide-band signals with wide-band receiver. It can be used for coherent and incoherent signals.
出处 《航天电子对抗》 2014年第1期51-54,共4页 Aerospace Electronic Warfare
关键词 空间频率 窄带 宽带 DOA 稀疏表示 space frequency narrow-band wide-band direction of arrival sparse representation
作者简介 张天恒(1989-),男,硕士研究生,主要研究方向为阵列信号处理。
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  • 1林波.基于压缩感知的辐射源DOA估计[D].长沙:国防科学技术大学,2010.
  • 2Malioutov D,Cetin M,Willsky AS. A sparse signal recon- struction perspective for source localization with sensor arrays ['J]. IEEE Transactions on Signal Processing, 2005,53(8) : 3010- 3022.
  • 3Wang Y, Leus G. Direction estimation using compressive sampling array processing[C]. 15th IEEE Workshop on Statistical Signal Processing,2009 : 626 - 629.
  • 4Wang H, Kaveh M. Coherent signal-subspace processing for the detection and estimation of angles of multiple widcband sources [J-]. IEEE Transactions Acoustics, Speech, and Signal Processing, 1985,33 (4) : 823 - 831.
  • 5Cotter SF, Rao BD, Engan K, et al. Sparse solutions to linear inverse problems with multiple measurement vectors[J]. IEEE Transactions on Signal Processing, 2005,53 (7) : 2477 - 2488.
  • 6Mallat S,Zhang Z. Matching pursuits with time-frequency dictionaries[J]. IEEE Transactions Signal Process,1993, 41(12) :3397 - 3415.
  • 7Chen HB, Donoho DL, Saunders MA. Atemic decom- position by basis pursuit[J]. SIAM Joumal on Scientific Compting,2001,20(1) :33 - 66.
  • 8Donoho DL. Compressed sensing[J]. IEEE Transactions on Information Theory, 2006,52 (4) . 1289 - 1306.
  • 9Cands E. Compressive sampling. In: Proceedings of In- ternational Congress of Mathematicians [M]. Madrid, Spain: European Mathematical Society Publishing House,2006 : 1433 - 1452.
  • 10Cands E, Romberg J, Tao T. Robust uncertainty principles: Exact signal reconstruction from highly incomplete frequency information[J]. IEEE Transactions on Information Theory,2006, 52(2) : 489- 509.

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