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High-resolution multi-path time delay estimation using 2D blind deconvolution in third order cross-moment domain

机译:在三阶跨矩域中使用二维盲反卷积的高分辨率多径时延估计

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The cross-correlation is an effective tool for estimating a time delay between two signals. Unfortunately, in practical world, there always exist problems of multi-path time delay estimation (MTDE). The cross-correlation fails to deal with the MTDE case. In this paper, a novel technique for high-resolution multi-path time delay estimation (HMTDE) is proposed. The new method is based on 2D blind deconvolution and the slice selection on the third order cross-moment (TOCM) of the two signals. To get a high resolution estimation of the multi-path time delay, it is necessary to remove the component of transmitted signal. Instead of solving a one-dimensional blind deconvolution problem in original signals domain, the proposed method solves a two-dimensional blind deconvolution problem in their TOCM domain. It recovers a scaled and time-shifted version of the reflectivity sequence with the maximum time delay slices (MTDS) of TOCM of the reflectivities corresponding to the two signals. The only information of the transmitted signal needed in this method is its third order moment(TOM), which can be estimated only using the two received signals. It is well known that higher order statistics (HOS) carry more information and be insensitive to additive Gaussian noise than does the second order statistics (SOS). These properties lead to a robust and unique solution of HMTDE by using our TOCM based approach.
机译:互相关是估算两个信号之间的时间延迟的有效工具。不幸的是,在现实世界中,总是存在多径时延估计(MTDE)的问题。互相关无法处理MTDE情况。本文提出了一种新的高分辨率多径时延估计技术。该新方法基于2D盲解卷积和两个信号的三阶交叉矩(TOCM)上的切片选择。为了获得对多径时间延迟的高分辨率估计,必须去除发射信号的分量。所提出的方法代替了在原始信号域中解决一维盲去卷积问题,而不是在它们的TOCM域中解决了二维盲去卷积问题。它使用对应于两个信号的反射率的TOCM的最大时间延迟切片(MTDS),恢复反射率序列的按比例缩放和时移形式。该方法所需的发射信号的唯一信息是其三阶矩(TOM),仅可以使用两个接收到的信号对其进行估计。众所周知,与二阶统计量(SOS)相比,高阶统计量(HOS)承载更多信息并且对加性高斯噪声不敏感。通过使用基于TOCM的方法,这些特性可为HMTDE提供强大而独特的解决方案。

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