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Mitigation of Multipath Effects Based on a Robust Fractional Order Bidirectional Least Mean Square (FOBLMS) Beamforming Algorithm for GPS Receivers

机译:基于GPS接收器的鲁棒分数顺序的鲁棒分数阶的多径效应减轻多路径效应

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摘要

Consideration on positioning and location services among the public has been increasing in the recent years with their applications in most of the anticipating milieus such as automobile navigation system etc. This insists for a development of high recitation global navigation satellite system such as global positioning system (GPS). Multipath effects, interference, signal jamming etc. are the major sources of error influencing the performance of the GPS receiver. Literature presents many of the multipath mitigation techniques. Among them, adaptive processing technology based beamforming algorithms appears a viable solution for multipath mitigation. The least mean square (LMS) beamforming algorithms were sensitive to dynamic environments thus affecting the accuracy of GPS. In this paper, an adaptive beamforming algorithm called fractional order bidirectional least mean square (FOBLMS) algorithm is proposed to mitigate the multipath effects and to conceal the jammer signal in a GPS receiver. The FOBLMS is an integration of the fractional calculus and bidirectional least mean square algorithm. The effectiveness of the proposed algorithm is validated using the bit error rate and experimentation gain results over the existing beamforming algorithms. Experimental results demonstrated that the performance of the proposed beamforming algorithm is better than LMS algorithm with maximal relative antenna gain of 28.92 dB, 32.84 dB for two and four element antenna arrays at - 60 degrees and 10 degrees, direction of arrivals respectively. The outcome of this work would be useful for developing a robust technique for multipath mitigation in GPS receivers.
机译:近年来公众的定位和位置服务的思考在大多数预期的Milieus中的应用中,在汽车导航系统等中的大部分期间都在增加。这是为了开发高叙述全球导航卫星系统,如全球定位系统(全球定位系统)。多径效应,干扰,信号干扰等是影响GPS接收器性能的主要误差源。文献呈现了许多多径缓解技术。其中,基于自适应处理技术的波束形成算法出现了用于多径缓解的可行解决方案。最小均方(LMS)波束成形算法对动态环境敏感,从而影响GPS的准确性。本文提出了一种称为分数级双向最小均线(FOBLMS)算法的自适应波束形成算法,以减轻多径效应并隐藏GPS接收器中的干扰信号。 FOBLMS是分数微积分和双向最少均方算法的集成。使用误码率验证所提出的算法的有效性,并且对现有的波束成形算法产生实验增益。实验结果表明,所提出的波束成形算法的性能优于LMS算法,具有最大相对天线增益28.92dB,32.84dB的两个和四个元素天线阵列,分别为10度和10度,到达方向。这项工作的结果对于在GPS接收器中开发一种用于多径缓解的强大技术。

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