Ziv-Zakai bound on time delay estimation in unknown convolutive random channels

B. Sadler, Ning Liu, Zhengyuan Xu
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引用次数: 5

Abstract

Using the Ziv-Zakai bound (ZZB) methodology, we develop a Bayesian (MSE) bound on time delay estimation (TDE) in a wideband convolutive random channel. The channel is modeled as a tapped delay line, whose taps are Gaussian random variables that may be non-zero mean and correlated. The derivation does not assume channel knowledge at the receiver, and so realistically takes into account the effects of the unknown channel when estimating time delay. The channel model can represent wideband and ultra-wideband, as well as line of sight and non-line of sight cases, through selection of model parameters. The bound development involves the minimum probability of decision error under a hypothesis test, and we show this can be equivalently formulated as a probability of detection error for binary pulse position modulation (PPM) signals. An expression for the error probability, and thus the ZZB on TDE, is derived using a moment generating function approach. Effects of system design and channel distribution parameters are studied through the ZZB.
未知卷积随机信道时延估计的Ziv-Zakai界
利用Ziv-Zakai界(ZZB)方法,建立了宽带卷积随机信道中时延估计的贝叶斯界(MSE)。该信道被建模为一条抽头延迟线,其抽头是高斯随机变量,可以是非零均值且相关。该推导不假设接收端有信道知识,因此在估计时延时真实地考虑了未知信道的影响。通过对模型参数的选择,该信道模型可以表示宽带和超宽带,以及瞄准线和非瞄准线情况。边界展开涉及假设检验下决策错误的最小概率,我们表明这可以等效地表示为二进制脉冲位置调制(PPM)信号的检测误差概率。用矩生成函数的方法推导了误差概率表达式,从而得到了TDE上的ZZB。通过ZZB研究了系统设计和通道分布参数的影响。
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