Dynamic User Grouping based on Location and Heading in 5G NR Systems

User grouping based on geographic location in the fifth generation (5G) New Radio (NR) systems has several applications that can significantly improve network performance, user experience, and service delivery. We demonstrate how Sounding Reference Signals channel fingerprints can be used for dynamic user grouping in a 5G NR commercial deployment based on outdoor positions and heading direction employing machine learning methods such as neural networks combined with clustering methods.

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Publication Details

Published
2024-10-07
DOI
https://doi.org/10.1109/vtc2024-fall63153.2024.10757679
Primary Topic
Advanced MIMO Systems Optimization
Type
article
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article

Dynamic User Grouping based on Location and Heading in 5G NR Systems

Xuesong Cai, Dino Pjanić, Fredrik Tufvesson, Korkut Emre Arslantürk
Advanced MIMO Systems Optimization
article

Dynamic User Grouping based on Location and Heading in 5G NR Systems

Xuesong Cai, Dino Pjanić, Fredrik Tufvesson, Korkut Emre Arslantürk
article en

Abstract

User grouping based on geographic location in the fifth generation (5G) New Radio (NR) systems has several applications that can significantly improve network performance, user experience, and service delivery. We demonstrate how Sounding Reference Signals channel fingerprints can be used for dynamic user grouping in a 5G NR commercial deployment based on outdoor positions and heading direction employing machine learning methods such as neural networks combined with clustering methods.

Ericsson (Sweden) (SE), Lund University (SE), Informa (Sweden) (SE)
Openalex Percentile: Top 76%
Advanced MIMO Systems Optimization
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