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Realizable lower bounds for time delay estimation. 2. Threshold phenomena

机译:时延估计的可实现下限。 2.阈值现象

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摘要

In time delay estimation of narrowband signals the mean square error (MSE) plotted as a function of the signal to noise ratio (SNR) exhibits threshold phenomena. The thresholds divide the domain of SNR values into several disjoint segments. For very low SNR values the observations are dominated by noise and are essentially useless for delay estimation. Here the MSE is determined largely by the available a priori information. For intermediate SNR values, time delay estimates are possible, but are subject to ambiguities resulting from the oscillatory nature of the signal sample correlation. For very high SNR values, these ambiguities are resolvable and the Cramer-Rao bound (CRB) yields a realistic bound for the attainable performance. A previous paper by Zeira and Schultheiss (see IEEE Trans. Signal Processing, vol.41, p.3102-3113, Nov. 1993) used the Barankin (1949) bound to obtain a realizable lower bound for the intermediate SNR region but left open the question where the transitions from low to medium and medium to high SNR operation occur. Since the attainable MSE in the three regions can be very different, the location of the SNR thresholds is of considerable practical interest. The present paper addresses this issue. It obtains threshold values for the single and two echo problems, with emphasis on the effect of echo separation in the two echo case. It concludes that the location of the thresholds is only weakly dependent on echo separation, even though the attainable MSE in both the intermediate and high SNR regions varies drastically as the echo separation changes.
机译:在窄带信号的时延估计中,根据信噪比(SNR)绘制的均方误差(MSE)表现出阈值现象。阈值将SNR值的域分为几个不相交的段。对于非常低的SNR值,观测值主要受噪声影响,对于延迟估计基本上没有用。在此,MSE主要由可用的先验信息确定。对于中间SNR值,时间延迟估计是可能的,但会由于信号样本相关性的振荡特性而导致模棱两可。对于非常高的SNR值,这些歧义是可以解决的,并且Cramer-Rao界限(CRB)为可获得的性能提供了一个现实的界限。 Zeira和Schultheiss的前一篇论文(请参阅IEEE Trans。Signal Processing,第41卷,第3102-3113页,1993年11月)使用Barankin(1949)界线来获得中间SNR区域的可实现下界,但保持开放状态从低信噪比到中信噪比到高信噪比的转换发生在哪里。由于在三个区域中可获得的MSE可能非常不同,因此SNR阈值的位置具有相当大的实际意义。本文解决了这个问题。它获得单个和两个回声问题的阈值,重点是在两个回声情况下回声分离的影响。结论是,即使中,高SNR区域中可达到的MSE随回声间隔的变化而急剧变化,阈值的位置也仅微弱地取决于回声间隔。

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