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A general smoothing equation for signal estimation using randomly delayed observations in the correlated signal-noise case

机译:相关信号噪声情况下使用随机延迟观测进行信号估计的通用平滑方程

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摘要

This paper treats the least-squares linear smoothing problem for signal estimation using measurements contaminated by additive white noise correlated with the signal, with stochastic delays. We derive a general smoothing equation which is applied to obtain specific smoothing algorithms, which are referred in the signal estimation literature as fixed-point, fixed-interval, and fixed-lag smoothing. Using an innovation approach, the general smoothing equation is derived without requiring the whole knowledge of the state-space model generating the signal, but only covariance information of the signal and the observation noise, as well as the delay probabilities. (C) 2005 Elsevier Inc. All rights reserved.
机译:本文使用最小二乘线性平滑问题来进行信号估计,方法是使用与信号相关的加性白噪声污染的测量结果,并且具有随机延迟。我们推导了一个通用的平滑方程,该方程可用于获得特定的平滑算法,在信号估计文献中将其称为定点,固定间隔和固定滞后平滑。使用一种创新的方法,不需要一般状态信息就可以生成一般的平滑方程,而无需知道生成信号的状态空间模型的全部知识,而只需要信号和观测噪声的协方差信息以及延迟概率。 (C)2005 Elsevier Inc.保留所有权利。

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