VR-Based Dynamic Traffic Offloading in XL-MIMO Systems

IF 5.5 3区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS IEEE Wireless Communications Letters Pub Date : 2025-04-10 DOI:10.1109/LWC.2025.3559678
Chiza M. Christophe;Liza Afeef;Hüseyin Arslan
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Abstract

Traditional heterogeneous networks (HetNets) rely on auxiliary localization techniques, such as GPS and radio-frequency (RF) fingerprinting, to estimate active users per region during the small cell selection and activation phase. However, these methods introduce high costs, excessive energy consumption, and signaling overhead. This letter proposes a novel visibility region (VR)-based framework for dynamic traffic offloading in extra-large MIMO (XL-MIMO) HetNets. By leveraging spatial VR characteristics, the system accurately estimates the number of active user per region and adaptively activates small cells without external localization. The XL-MIMO node maintains an updated VR map, dynamically associating small cells with users. During congestion, it evaluates VR similarity between users and small cells to optimize the activation, efficiently redistributing traffic. Simulation results of key performance indicators, such as association error probability, false wake-up probability, and the system sum rate, demonstrate that the proposed approach offers a scalable and cost-effective solution for crowded regions identification and small-cell activation for next-generation HetNet deployments.
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XL-MIMO 系统中基于虚拟现实的动态流量卸载
传统的异构网络(HetNets)依靠辅助定位技术,如GPS和射频(RF)指纹识别,在小蜂窝选择和激活阶段估计每个区域的活跃用户。然而,这些方法带来了高成本、过多的能量消耗和信令开销。这封信提出了一种新的基于可见区域(VR)的框架,用于超大MIMO (xml -MIMO) HetNets中的动态流量分流。通过利用空间VR特征,系统准确估计每个区域的活跃用户数量,并自适应激活小单元,而无需外部定位。xml - mimo节点维护一个更新的VR地图,动态地将小单元与用户关联起来。在拥塞期间,它评估用户和小单元之间的VR相似性,以优化激活,有效地重新分配流量。关键性能指标(如关联错误概率、错误唤醒概率和系统求和率)的仿真结果表明,该方法为下一代HetNet部署的拥挤区域识别和小蜂窝激活提供了可扩展且经济高效的解决方案。
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来源期刊
IEEE Wireless Communications Letters
IEEE Wireless Communications Letters Engineering-Electrical and Electronic Engineering
CiteScore
12.30
自引率
6.30%
发文量
481
期刊介绍: IEEE Wireless Communications Letters publishes short papers in a rapid publication cycle on advances in the state-of-the-art of wireless communications. Both theoretical contributions (including new techniques, concepts, and analyses) and practical contributions (including system experiments and prototypes, and new applications) are encouraged. This journal focuses on the physical layer and the link layer of wireless communication systems.
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