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Equalizer-Aided Time Delay Tracking Based on L_1-Normed Finite Differences

机译:基于L_1范数有限差分的均衡器辅助延时跟踪

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摘要

This paper addresses the estimation of time delay between two spatially separated noisy signals by system identification modeling with the input and output corrupted by additive white Gaussian noise. The proposed method is based on a modified adaptive Butler-Cantoni equalizer that decouples noise variance estimation from channel estimation. The bias in time delay estimates that is induced by input noise is reduced by an IIR whitening filter whose coefficients are found by the Burg algorithm. For step time-variant delays, a dual mode operation scheme is adopted in which we define a normal operating (tracking) mode and an interrupt operating (optimization) mode. In the tracking mode, only a few coefficients of the impulse response vector are monitored through L_1-normed finite forward differences tracking, while in the optimization mode, the time delay optimized. Simulation results confirm the superiority of the proposed approach at low signal-to-noise ratios.
机译:该文通过系统识别建模,对输入和输出进行加性高斯白噪声破坏,从而估计两个空间分离的噪声信号之间的时延。所提出的方法基于改进的自适应Butler-Cantoni均衡器,该均衡器将噪声方差估计与信道估计分离。由输入噪声引起的时延估计偏差通过IIR白化滤波器减少,其系数由Burg算法找到。对于阶跃时变时滞,采用双模操作方案,其中定义了正常操作(跟踪)模式和中断操作(优化)模式。在跟踪模式下,通过L_1范数有限正向差分跟踪仅对脉冲响应向量的几个系数进行监测,而在优化模式下,对时滞进行优化。仿真结果验证了所提方法在低信噪比下的优越性。

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