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Estimation of multipath time delays based on bi-sparse constraint

机译:基于双稀疏约束的多径时延估计

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摘要

In this paper, a novel method to estimate the multi-path time delays of broadband signal transmission is proposed. This new method extends the existed basis selection methods. The difference between the problems discussed here and that of basis selection is the occurrence of an unknown weight matrix in the measurement equation, which represents the frequency characteristics of the received signal. Existed basis selection methods are insufficient to solve the problem. We introduced an iterative algorithm in consideration of bi-sparse constraint on solutions of a constructed equation and developed a method based on order recursive matching pursuit (ORMP) to obtain the solution. Both solution vectors and weight matrix are updated iteratively in our algorithm. Validation of the proposed method is confirmed by simulations.
机译:本文提出了一种估计宽带信号传输多径时延的新方法。该新方法扩展了现有的基础选择方法。此处讨论的问题与基准选择的问题之间的区别是,测量方程中出现了未知的权重矩阵,该矩阵代表了接收信号的频率特性。现有的基础选择方法不足以解决该问题。在考虑构造方程解的双稀疏约束的基础上,我们引入了一种迭代算法,并提出了一种基于顺序递归匹配追踪(ORMP)的求解方法。在我们的算法中,求解向量和权重矩阵都被迭代更新。仿真验证了所提方法的有效性。

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