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Improved Chirp Parameter Estimation Using Signal Recovery Method

机译:利用信号恢复方法改进线性调频参数估计

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We consider phase-based estimators for chirp parameters due to their high computational efficiency for implementation. Their performances can approach the Cram'{e}r-Rao lower bound for high signal-to-noise ratio (SNR). One challenge for the phase-based estimators is the performance loss at low SNR because the reliability of phase unwrapping and the accuracy of the phase noise model decrease seriously at low SNR. We here propose a signal recovery method to enhance the SNR for phase-based estimators. The method first uses an adaptive filter to recover the chirp signal from the noisy received signals. Then, the reconstructed chirp signal is used as the input to the traditional phase-based estimators for parameter estimation. The significantly enhanced SNR at the output of the filter brings much improved estimation performance. A robust algorithm is also proposed to achieve good performance over a range of values of chirp parameters of interest. Our simulation results show that significantly improved performance can be obtained by using the signal recovery method for the phase-based estimators.
机译:我们考虑线性调频参数的基于相位的估计器,因为它们的实现具有很高的计算效率。对于高信噪比(SNR),它们的性能可以逼近Cram'r-Rao下限。基于相位的估计器面临的一个挑战是低信噪比时的性能损失,因为低信噪比时相位展开的可靠性和相位噪声模型的精度会大大降低。我们在此提出一种信号恢复方法,以增强基于相位的估计器的SNR。该方法首先使用自适应滤波器从有噪声的接收信号中恢复线性调频信号。然后,将重构的线性调频信号用作传统的基于相位的估计器的输入,以进行参数估计。滤波器输出端的SNR显着增强,带来了大大提高的估计性能。还提出了一种鲁棒的算法,可以在感兴趣的线性调频参数的一系列值上实现良好的性能。我们的仿真结果表明,通过将信号恢复方法用于基于相位的估计器,可以获得明显改善的性能。

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