RIS-Aided Cell-Free Massive MIMO: Performance Analysis and Competitiveness

In this paper, we consider and study a cell-free massive MIMO (CF-mMIMO) system aided with reconfigurable intelligent surfaces (RISs), where a large number of access points (APs) cooperate to serve a smaller number of users with the help of RIS technology. We consider imperfect channel state information (CSI), where each AP uses the local channel estimates obtained from the uplink pilots and applies conjugate beamforming for downlink data transmission. Additionally, we consider random beamforming at the RIS during both training and data transmission phases. This allows us to eliminate the need of estimating each RIS assisted link, which has been proven to be a challenging task in literature. We then derive a closed-form expression for the achievable rate and use it to evaluate the system’s performance supported with numerical results. We show that the RIS provided array gain improves the system’s coverage, and provides nearly a 2-fold increase in the minimum rate and a 1.5-fold increase in the per-user throughput. We also use the results to provide preliminary insights on the number of RISs that need to be used to replace an AP, while achieving similar performance as a typical CF-mMIMO system with dense AP deployment.

[1]  Mikael Skoglund,et al.  Decentralized Beamforming Design for Intelligent Reflecting Surface-Enhanced Cell-Free Networks , 2020, IEEE Wireless Communications Letters.

[2]  Mohamed-Slim Alouini,et al.  Smart Radio Environments Empowered by AI Reconfigurable Meta-Surfaces: An Idea Whose Time Has Come , 2019, ArXiv.

[3]  Zijian Zhang,et al.  Capacity Improvement in Wideband Reconfigurable Intelligent Surface-Aided Cell-Free Network , 2020, 2020 IEEE 21st International Workshop on Signal Processing Advances in Wireless Communications (SPAWC).

[4]  Emil Björnson,et al.  Channel Hardening and Favorable Propagation in Cell-Free Massive MIMO With Stochastic Geometry , 2017, IEEE Transactions on Communications.

[5]  Mérouane Debbah,et al.  Massive MIMO in the UL/DL of Cellular Networks: How Many Antennas Do We Need? , 2013, IEEE Journal on Selected Areas in Communications.

[6]  Lajos Hanzo,et al.  Cell-Free Massive MIMO: A New Next-Generation Paradigm , 2019, IEEE Access.

[7]  Yuanwei Liu,et al.  Performance Analysis of Intelligent Reflecting Surface Assisted NOMA Networks , 2020, IEEE Transactions on Wireless Communications.

[8]  Xiao Lu,et al.  Toward Smart Wireless Communications via Intelligent Reflecting Surfaces: A Contemporary Survey , 2019, IEEE Communications Surveys & Tutorials.

[9]  Erik G. Larsson,et al.  Cell-Free Massive MIMO Versus Small Cells , 2016, IEEE Transactions on Wireless Communications.

[10]  Octavia A. Dobre,et al.  Energy Efficiency Maximization in RIS-Aided Cell-Free Network With Limited Backhaul , 2020, IEEE Communications Letters.

[11]  Ronghong Mo,et al.  Reconfigurable Intelligent Surface Assisted Multiuser MISO Systems Exploiting Deep Reinforcement Learning , 2020, IEEE Journal on Selected Areas in Communications.

[12]  Mahbub Hassan,et al.  Enhancing Cellular Communications for UAVs via Intelligent Reflective Surface , 2020, 2020 IEEE Wireless Communications and Networking Conference (WCNC).

[13]  Babak Hassibi,et al.  How much training is needed in multiple-antenna wireless links? , 2003, IEEE Trans. Inf. Theory.

[14]  Pei Xiao,et al.  Intelligent Reflecting Surface Aided Multi-Antenna Secure Transmission , 2020, IEEE Wireless Communications Letters.

[15]  Thomas L. Marzetta,et al.  Capacity performance of multicell large-scale antenna systems , 2013, 2013 51st Annual Allerton Conference on Communication, Control, and Computing (Allerton).

[16]  A. Lee Swindlehurst,et al.  Reconfigurable Intelligent Surface for 6G and Beyond: Motivations, Principles, Applications, and Research Directions , 2020 .

[17]  Thomas L. Marzetta,et al.  Cell-Free Massive MIMO systems , 2015, 2015 49th Asilomar Conference on Signals, Systems and Computers.

[18]  Anas Chaaban,et al.  Intelligent Reflecting Surface Assisted MISO Downlink: Channel Estimation and Asymptotic Analysis , 2022 .

[19]  Erik G. Larsson,et al.  Cell-Free Massive MIMO: Uniformly great service for everyone , 2015, 2015 IEEE 16th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC).

[20]  Qingqing Wu,et al.  Intelligent Reflecting Surface Enhanced Wireless Network via Joint Active and Passive Beamforming , 2018, IEEE Transactions on Wireless Communications.

[21]  Thomas L. Marzetta,et al.  Cell-free massive MIMO systems utilizing multi-antenna access points , 2017, 2017 51st Asilomar Conference on Signals, Systems, and Computers.