Energy-Efficient Group-Sparse Transceiver Design for Multiuser MIMO Relaying in C-RAN

This paper addresses the problem of centralized transceiver design for multiuser MIMO amplify-and-forward (AF) relaying within a cloud radio access network (C-RAN). The aim is to optimize AF matrices of remote radio heads (RRHs) acting as relays, in order to improve the reception quality at the destinations while reducing network power consumption and feedback overhead on the fronthaul links. A two-stage method is proposed to solve this problem efficiently. The first stage relies on interference leakage minimization subject to per-relay transmit power constraints along with signal preserving constraints. To reduce the total network power, RRH selection is achieved by incorporating in the objective function a regularization term that promotes group-sparsity among the RRHs. In the second stage, to reduce feedback overhead, a different penalty term is added that induces weight-level sparsity in the AF matrix of each active RRH. For both stages, low-complexity iterative algorithms based on the alternating direction method of multipliers (ADMM) are developed to solve the corresponding regularized problems with low complexity. Extensive simulations are performed to demonstrate the explicit benefits of the proposed design method, which results in notably lower power consumption, computational complexity and weight feedback overhead than conventional approaches.

[1]  Ekram Hossain,et al.  Evolution toward 5G multi-tier cellular wireless networks: An interference management perspective , 2014, IEEE Wireless Communications.

[2]  S. Shapiro,et al.  An Analysis of Variance Test for Normality (Complete Samples) , 1965 .

[3]  Yunfei Chen,et al.  Novel Energy-Harvesting AF Relaying Schemes With Channel Estimation Errors , 2020, IEEE Systems Journal.

[4]  Benoît Champagne,et al.  Efficient Group-Sparse Transceiver Design for Multiuser MIMO Relaying in C-RAN , 2018, 2018 IEEE 88th Vehicular Technology Conference (VTC-Fall).

[5]  Zhengang Pan,et al.  Toward green and soft: a 5G perspective , 2014, IEEE Communications Magazine.

[6]  Benoit Champagne,et al.  Design Criteria for Omnidirectional STBC in Massive MIMO Systems , 2019, IEEE Wireless Communications Letters.

[7]  Lei Liu,et al.  Network Densification in 5G: From the Short-Range Communications Perspective , 2016, IEEE Communications Magazine.

[8]  Benoit Champagne,et al.  Realizing Fully Digital Precoders in Hybrid A/D Architecture With Minimum Number of RF Chains , 2017, IEEE Communications Letters.

[9]  Yulin Hu,et al.  Relaying-Enabled Ultra-Reliable Low-Latency Communications in 5G , 2018, IEEE Network.

[10]  Wei Yu,et al.  Sparse Beamforming and User-Centric Clustering for Downlink Cloud Radio Access Network , 2014, IEEE Access.

[11]  Wai C. Chu,et al.  Speech Coding Algorithms: Foundation and Evolution of Standardized Coders , 2003 .

[12]  Shlomo Shamai,et al.  Robust and Efficient Distributed Compression for Cloud Radio Access Networks , 2012, IEEE Transactions on Vehicular Technology.

[13]  Liang Liu,et al.  Downlink SINR balancing in C-RAN under limited fronthaul capacity , 2016, 2016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

[14]  S. P. Lloyd,et al.  Least squares quantization in PCM , 1982, IEEE Trans. Inf. Theory.

[15]  Liang Liu,et al.  Optimized Uplink Transmission in Multi-Antenna C-RAN With Spatial Compression and Forward , 2015, IEEE Transactions on Signal Processing.

[16]  Yunlong Shao,et al.  Precoding Design for Two-Way MIMO Full-Duplex Amplify-and-Forward Relay Communication Systems , 2019, IEEE Access.

[17]  Rui Zhang,et al.  Downlink and Uplink Energy Minimization Through User Association and Beamforming in C-RAN , 2014, IEEE Transactions on Wireless Communications.

[18]  Pei Liu,et al.  Cooperative Relaying in Next-Generation Mobile WiMAX Networks , 2013, IEEE Transactions on Vehicular Technology.

[19]  Wei Chen,et al.  Smoothed $L_p$-Minimization for Green Cloud-RAN With User Admission Control , 2015, IEEE Journal on Selected Areas in Communications.

[20]  Lajos Hanzo,et al.  Centralized Energy-Efficient Multiuser Multiantenna Relaying in Next-Generation Radio Access Networks , 2017, IEEE Transactions on Vehicular Technology.

[21]  Kien T. Truong,et al.  Relay Architectures for 3GPP LTE-Advanced , 2009, EURASIP J. Wirel. Commun. Netw..

[22]  Chandra R. Murthy,et al.  Interference Alignment Algorithms for the $K$ User Constant MIMO Interference Channel , 2011, IEEE Transactions on Signal Processing.

[23]  Yuanming Shi,et al.  Robust Group Sparse Beamforming for Multicast Green Cloud-RAN With Imperfect CSI , 2015, IEEE Transactions on Signal Processing.

[24]  Cunqing Hua,et al.  Joint Fronthaul Multicast Beamforming and User-Centric Clustering in Downlink C-RANs , 2017, IEEE Transactions on Wireless Communications.

[25]  Wei Chen,et al.  Enhanced Group Sparse Beamforming for Green Cloud-RAN: A Random Matrix Approach , 2017, IEEE Transactions on Wireless Communications.

[26]  Zhongshan Zhang,et al.  Robust Superimposed Training Designs for MIMO Relaying Systems Under General Power Constraints , 2019, IEEE Access.

[27]  Long Bao Le,et al.  Joint coordinated beamforming and admission control for fronthaul constrained cloud-RANs , 2014, 2014 IEEE Global Communications Conference.

[28]  Stephen P. Boyd,et al.  Distributed Optimization and Statistical Learning via the Alternating Direction Method of Multipliers , 2011, Found. Trends Mach. Learn..

[29]  Michael S. Berger,et al.  Cloud RAN for Mobile Networks—A Technology Overview , 2015, IEEE Communications Surveys & Tutorials.

[30]  M. Yuan,et al.  Model selection and estimation in regression with grouped variables , 2006 .

[31]  Kevin P. Murphy,et al.  Machine learning - a probabilistic perspective , 2012, Adaptive computation and machine learning series.

[32]  Shuguang Cui,et al.  Energy Efficiency of Amplify-and-Forward Full-Duplex Relay Channels , 2019, IEEE Wireless Communications Letters.

[33]  Xiangdong Wang,et al.  Energy-efficient secure multiuser scheduling in energy harvesting untrusted relay networks , 2019, Journal of Communications and Networks.

[34]  Sher Ali,et al.  Joint RRH-Association, Sub-Channel Assignment and Power Allocation in Multi-Tier 5G C-Rans , 2018, IEEE Access.

[35]  Inkyu Lee,et al.  Joint Design of Fronthaul and Access Links for C-RAN With Wireless Fronthauling , 2016, IEEE Signal Processing Letters.

[36]  Yuanming Shi,et al.  Group Sparse Beamforming for Green Cloud-RAN , 2013, IEEE Transactions on Wireless Communications.