Air-Ground Collaborative Resource Optimization in UAV Empowered Cell-Free Massive MIMO Systems

Linlin Xu, Qi Zhu, Wenchao Xia, Tony Q.S. Quek, Hongbo Zhu

Research output: Contribution to journalArticlepeer-review

Abstract

Cell-free massive multiple-input-multiple-out (CF-mMIMO) systems provide limited coverage because of expensive wired fronthaul between access points (APs) and central processing unit (CPU). To address this challenge, we propose a novel framework where an unmanned aerial vehicle (UAV), acting as an aerial AP, works coherently with the ground APs to expand the coverage of conventional CF-mMIMO system. To fully utilize the spectrum resource, the wireless fronthaul between the CPU and UAV shares the total bandwidth with the radio access networks. Considering limited power supply of the UAV and for the goal of green communications, we formulate a weighted sum power minimization problem to jointly optimize downlink beamforming and fronthaul compression, as well as UAV placement. The formulated problem is a mixed timescale problem, thus we propose a two-timescale optimization framework in which the UAV placement is optimized in each long timescale based on statistical channel state information (CSI), then the downlink beamforming and fronthaul compression are optimized in each short timescale based on instantaneous CSI. Specifically, uplink-downlink duality and semidefinite relaxation (SDR) based alternating optimization techniques are introduced to find solutions to the short timescale issue, while successive convex approximation and SDR methods are invoked to find solutions to the long timescale issue. Finally, simulation results corroborate the performance of the proposed algorithm.

Original languageEnglish
Pages (from-to)2485-2499
Number of pages15
JournalIEEE Transactions on Communications
Volume72
Issue number4
DOIs
Publication statusPublished - 2024 Apr 1

All Science Journal Classification (ASJC) codes

  • Electrical and Electronic Engineering

Fingerprint

Dive into the research topics of 'Air-Ground Collaborative Resource Optimization in UAV Empowered Cell-Free Massive MIMO Systems'. Together they form a unique fingerprint.

Cite this