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Error Lower Bounds and SNR Threshold Prediction in Time Delay Estimation via Spreading Codes

机译:扩频码在时延估计中的误差下界和SNR阈值预测

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Time delay estimation of an observed signal is a problem of considerable interest in real systems. The Cramer-Rao inequality provides a lower bound on the error of the maximum likelihood estimator. With high signal-to-noise ratio, the estimation error approaches the lower bound. However, as the signal-to-noise ratio degrades beyond a threshold, the error variance deviates from the lower bound, indicating the degradation of estimation accuracy. In practical applications, it is usually desirable to predict the signal-to-noise ratio threshold to guarantee an acceptable estimation error. In this paper, a new method of predicting the signal-to-noise ratio threshold is proposed. Afterwards, as the use of spread-spectrum technique prevails in positioning systems, the method is applied to delay estimation via the spreading code. Both Cramer-Rao lower bound and the signal-to-noise ratio threshold are deduced. Simulation based on the Monte Carlo method was conducted. The results were consistent with our theoretical analysis. Besides, the influence of sample numbers and code rate on the estimation error was analyzed through simulation. The conclusion is that the error variance can be reduced by increasing the number of samples or using a higher code rate.
机译:在实际系统中,对观察到的信号的时延估计是一个令人关注的问题。 Cramer-Rao不等式为最大似然估计器的误差提供了一个下限。在高信噪比的情况下,估计误差接近下限。但是,随着信噪比降低到超过阈值,误差方差偏离下限,表示估计精度降低。在实际应用中,通常希望预测信噪比阈值以保证可接受的估计误差。本文提出了一种新的信噪比阈值预测方法。之后,由于在定位系统中普遍使用扩频技术,因此该方法通过扩频码应用于延迟估计。推导了Cramer-Rao下限和信噪比阈值。进行了基于蒙特卡洛方法的仿真。结果与我们的理论分析一致。此外,通过仿真分析了样本数量和编码率对估计误差的影响。结论是,可以通过增加样本数量或使用更高的编码率来减小误差方差。

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