An experimental study on beamforming architecture and full-duplex wireless across two operational outdoor massive MIMO networks

IF 1 4区 计算机科学 Q4 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Performance Evaluation Pub Date : 2024-09-27 DOI:10.1016/j.peva.2024.102447
Hadi Hosseini , Ahmed Almutairi , Syed Muhammad Hashir , Ehsan Aryafar , Joseph Camp
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Abstract

Full-duplex (FD) wireless communication refers to a communication system in which both ends of a wireless link transmit and receive data simultaneously in the same frequency band. One of the major challenges of FD communication is self-interference (SI), which refers to the interference caused by transmitting elements of a radio to its own receiving elements. Fully digital beamforming is a technique used to conduct beamforming and has been recently repurposed to also reduce SI. However, the cost of fully digital systems dramatically increases with the number of antennas, as each antenna requires an independent Tx-Rx RF chain. Hybrid beamforming systems use a much smaller number of RF chains to feed the same number of antennas, and hence can significantly reduce the deployment cost. In this paper, we aim to quantify the performance gap between these two radio architectures in terms of SI cancellation and system capacity in FD multi-user Multiple Input Multiple Output (MIMO) setups. We first obtained over-the-air channel measurement data on two outdoor massive MIMO deployments over the course of three months. We next study SoftNull and M-HBFD as two state-of-the-art transmit (Tx) beamforming based FD systems, and introduce two new joint transmit-receive (Tx-Rx) beamforming based FD systems named TR-FD2 and TR-HBFD for fully digital and hybrid radio architectures, respectively. We show that the hybrid beamforming systems can achieve 80%–99% of the fully digital systems capacity, depending on the number of users. Our results show that it is possible to get many benefits associated with fully digital massive MIMO systems with a hybrid beamforming architecture at a fraction of the cost.
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关于波束成形架构和两个室外大规模多输入多输出网络全双工无线技术的实验研究
全双工(FD)无线通信是指无线链路的两端在同一频段同时发送和接收数据的通信系统。全双工通信的主要挑战之一是自干扰(SI),即无线电发射元件对自身接收元件的干扰。全数字波束成形是一种用于波束成形的技术,最近被重新用于减少 SI。然而,全数字系统的成本随着天线数量的增加而急剧增加,因为每个天线都需要一个独立的 Tx-Rx 射频链。混合波束成形系统使用数量少得多的射频链来馈送相同数量的天线,因此可以显著降低部署成本。本文旨在量化这两种无线电架构在 FD 多用户多输入多输出(MIMO)设置中的 SI 消除和系统容量方面的性能差距。我们首先获得了两个室外大规模 MIMO 部署的空中信道测量数据,历时三个月。接下来,我们研究了 SoftNull 和 M-HBFD 这两种最先进的基于发射(Tx)波束成形的 FD 系统,并引入了两种新的基于发射-接收(Tx-Rx)联合波束成形的 FD 系统,分别命名为 TR-FD2 和 TR-HBFD,用于全数字和混合无线电架构。我们的研究表明,根据用户数量的不同,混合波束成形系统的容量可达到全数字系统容量的 80%-99%。我们的研究结果表明,采用混合波束成形架构的全数字大规模多输入多输出(MIMO)系统可以以极低的成本获得许多相关优势。
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来源期刊
Performance Evaluation
Performance Evaluation 工程技术-计算机:理论方法
CiteScore
3.10
自引率
0.00%
发文量
20
审稿时长
24 days
期刊介绍: Performance Evaluation functions as a leading journal in the area of modeling, measurement, and evaluation of performance aspects of computing and communication systems. As such, it aims to present a balanced and complete view of the entire Performance Evaluation profession. Hence, the journal is interested in papers that focus on one or more of the following dimensions: -Define new performance evaluation tools, including measurement and monitoring tools as well as modeling and analytic techniques -Provide new insights into the performance of computing and communication systems -Introduce new application areas where performance evaluation tools can play an important role and creative new uses for performance evaluation tools. More specifically, common application areas of interest include the performance of: -Resource allocation and control methods and algorithms (e.g. routing and flow control in networks, bandwidth allocation, processor scheduling, memory management) -System architecture, design and implementation -Cognitive radio -VANETs -Social networks and media -Energy efficient ICT -Energy harvesting -Data centers -Data centric networks -System reliability -System tuning and capacity planning -Wireless and sensor networks -Autonomic and self-organizing systems -Embedded systems -Network science
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