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Mitigation of GPS multipath using affine combination of two LMS adaptive filters

机译:使用两个LMS自适应滤光片的仿射组合的GPS多径的减轻

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Global Positioning System (GPS) is an all weather Position, Velocity and Time determination navigation system. Multipath is one of the prominent error sources in GPS. In this paper, various Least Mean Square (LMS) adaptive algorithms such as simple LMS, Normalized LMS, Variable length LMS and affine combination of two LMS filters are investigated to mitigate multipath error. Accurate step size parameter is estimated and the performance of each filter is examined critically. Affine combination of two LMS adaptive filters uses two step sizes, one for slower convergence and another for good steady state response. The results are encouraging with affine combination of two LMS filters. It has improved performance with higher computational complexity compared to other three filters. Hence, affine combination of two LMS adaptive filters is the choice best choice for multipath mitigation in GPS applications.
机译:全球定位系统(GPS)是全天候位置,速度和时间确定导航系统。多径是GPS中突出的错误源之一。本文研究了各种最小均方(LMS)自适应算法,例如简单的LMS,归一化LMS,可变长度LMS和两个LMS过滤器的仿射组合以减轻多径误差。估计精确的步骤尺寸参数,并且批判性地检查每个过滤器的性能。两种LMS自适应滤光片的仿射组合使用两个步长,一个用于较慢的收敛,另一个用于良好的稳态响应。结果令人抱歉,两个LMS过滤器的仿射组合。与其他三个过滤器相比,它具有更高的计算复杂性的性能。因此,两个LMS自适应滤镜的仿射组合是GPS应用中多径缓解的最佳选择。

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