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DOA estimation method for wideband signals by block sparse reconstruction

机译:块稀疏重构的宽带信号DOA估计方法

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摘要

For the direction of arrival (DOA) estimation, traditional sparse reconstruction methods for wideband signals usually need many iteration times. For this problem, a new method for two-dimensional wideband signals based on block sparse reconstruction is proposed. First, a prolate spheroidal wave function (PSWF) is used to fit the wideband signals, then the block sparse reconstruction technology is employed for DOA estimation. The proposed method uses orthogonalization to choose the matching atoms, ensuring that the residual components correspond to the minimum absolute value. Meanwhile, the vectors obtained by iteration are back-disposed according to the corresponding atomic matching rules, so the extra atoms are abandoned in the course of iteration, and the residual components of current iteration are reduced. Thus the original sparse signals are reconstructed. The proposed method reduces iteration times comparing with the traditional reconstruction methods, and the estimation precision is better than the classical two-sided correlation transformation (TCT) algorithm when the snapshot is small or the signal-to-noise ratio (SNR) is low.
机译:对于到达方向(DOA)估计,用于宽带信号的传统稀疏重建方法通常需要许多迭代时间。针对这一问题,提出了一种基于块稀疏重构的二维宽带信号新方法。首先,使用扁长球面波函数(PSWF)拟合宽带信号,然后使用块稀疏重构技术进行DOA估计。所提出的方法使用正交化来选择匹配的原子,从而确保残余成分对应于最小绝对值。同时,通过迭代获得的矢量根据相应的原子匹配规则进行后处理,因此多余的原子在迭代过程中被丢弃,从而减少了当前迭代的剩余分量。因此,原始的稀疏信号被重建。与传统的重建方法相比,该方法减少了迭代次数,当快照较小或信噪比较低时,估计精度优于传统的双向相关变换(TCT)算法。

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