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Multipath Estimation in Multicorrelator GNSS Receivers using the Maximum Likelihood Principle

机译:使用最大似然原理的多相关器GNSS接收机中的多径估计

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摘要

This paper proposes a multipath mitigation technique for multicorrelator Global Navigation Satellite System (GNSS) receivers that estimates the line-of-sight (LOS) and the multipath signal parameters in a computationally efficient manner. The maximum likelihood (ML) principle is applied leading to a nonlinear optimization problem. A closed-form solution of the nonlinear estimation problem is proposed where the estimation of the LOS delay is performed using a grid search approach. Lack of convergence, initialization, and computational complexity problems are avoided and a small computational burden is achieved. A low-complexity complementary method based on interpolation is proposed in order to increase the resolution of the estimated delay with respect to the limit set by the correlators' spacing. Theoretical performance and limits are determined considering that the delay is estimated through a grid search approach and the observations are obtained in the presence of nonwhite Gaussian noise due to the correlation between samples.
机译:本文提出了一种用于多相关全球导航卫星系统(GNSS)接收机的多径缓解技术,该技术以计算有效的方式估算了视线(LOS)和多径信号参数。应用最大似然(ML)原理导致非线性优化问题。提出了一种非线性估计问题的封闭形式的解决方案,其中使用网格搜索方法对LOS延迟进行了估计。避免了缺乏收敛,初始化和计算复杂性的问题,并且实现了小的计算负担。提出了一种基于插值的低复杂度互补方法,以相对于相关器间距设置的极限提高估计延迟的分辨率。考虑到通过网格搜索方法估计了延迟,并且由于样本之间的相关性而在非白色高斯噪声的情况下获得了观测值,因此确定了理论性能和极限。

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