5.3 GHz室内和285 MHz半城市MIMO LOS和NLOS传播多径精度和聚类分析

Antipas T. Teologo, Lawrence Materum
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引用次数: 2

摘要

在过去的十年中,已经进行了一些研究,以发现性能更好的多路径聚类技术。考虑到多径传播随时间变化的特性,开发具有更好精度性能的多径聚类技术是一个很大的挑战。在本研究中,研究了几种聚类技术,并将其与新开发的性能分析技术进行了比较。利用Jaccard分数作为衡量无线多路径正确分组精度的指标,确定了不同聚类技术的性能,并与新开发的聚类技术进行了比较。本文提出的聚类算法在室内信道场景下表现出较好的性能,但在半城市环境下仍需进一步研究。
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Accuracy and Cluster Analysis of 5.3 GHz Indoor and 285 MHz Semi-urban MIMO LOS and NLOS Propagation Multipaths
Over the past decade, several studies have been conducted to discover a better-performing multipath clustering technique. Developing a multipath clustering technique with better accuracy performance is a big challenge considering the varying properties of the multipath propagations that change over time. In this study, several clustering techniques have been investigated and compared to the newly-developed technique for performance analysis. Using the Jaccard score as a metric for the accuracy of grouping correctly the wireless multipaths, the performance of the different clustering techniques has been determined and compared to the newly-developed technique. The proposed clustering algorithm shows improved performance in the indoor channel scenarios but needs further investigation in the semi-urban environment.
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