Energy Efficiency of 5G Wireless Communications

The massive multi-input multi-output (MIMO) antennas and the millimeter wave communication technologies have been widely known as two key technologies for the fifth generation (5G) wireless communication systems [1, 2, 3, 4, 5, 6]. Compared with conventional MIMO antenna technology, massive MIMO can improve more than 10 times spectrum efficiency in wireless communication systems [7]. Moreover, the beamforming gain based on the massive MIMO antenna technology helps to overcome the path loss fading in millimeter wave channels.

[1]  Ling Qiu,et al.  Energy Efficiency Optimization for MIMO Broadcast Channels , 2012, IEEE Trans. Wirel. Commun..

[2]  Andrea J. Goldsmith,et al.  Energy-efficiency of MIMO and cooperative MIMO techniques in sensor networks , 2004, IEEE Journal on Selected Areas in Communications.

[3]  J. N. Laneman,et al.  Power Allocation in Multi-Antenna Wireless Systems Subject to Simultaneous Power Constraints , 2012, IEEE Transactions on Communications.

[4]  Athina P. Petropulu,et al.  Ieee Transactions on Signal Processing Co-channel Interference Modeling and Analysis in a Poisson Field of Interferers in Wireless Communications , 2022 .

[5]  Leonard J. Cimini,et al.  Downlink energy-efficient multiuser beamforming with individual SINR constraints , 2011, 2011 - MILCOM 2011 Military Communications Conference.

[6]  Wei Zhang,et al.  Water-filling capacity analysis in large MIMO systems , 2013, 2013 Computing, Communications and IT Applications Conference (ComComAp).

[7]  Muhammad Ali Imran,et al.  Energy-Efficiency Analysis and Optimization for Virtual-MIMO Systems , 2014, IEEE Transactions on Vehicular Technology.

[8]  Ali Abdi,et al.  K distribution: an appropriate substitute for Rayleigh-lognormal distribution in fading-shadowing wireless channels , 1998 .

[9]  Cheng-Xiang Wang,et al.  5G Ultra-Dense Cellular Networks , 2015, IEEE Wireless Communications.

[10]  Robert W. Heath,et al.  Channel Estimation and Hybrid Precoding for Millimeter Wave Cellular Systems , 2014, IEEE Journal of Selected Topics in Signal Processing.

[11]  Ling Qiu,et al.  Improving energy efficiency through multimode transmission in the downlink MIMO systems , 2011, EURASIP J. Wirel. Commun. Netw..

[12]  Sumei Sun,et al.  Energy Efficient Power Control for Distributed Transmitters with ZF-Based Multiuser MIMO Precoding , 2013, IEEE Communications Letters.

[13]  Cheng-Xiang Wang,et al.  Energy Efficiency Optimization of 5G Radio Frequency Chain Systems , 2016, IEEE Journal on Selected Areas in Communications.

[14]  Muhammad Ali Imran,et al.  How much energy is needed to run a wireless network? , 2011, IEEE Wireless Communications.

[15]  Rui Zhang,et al.  Exploiting Network Cooperation in Green Wireless Communication , 2012, IEEE Transactions on Communications.

[16]  Mohamed Kadhem Karray Spectral and energy efficiencies of OFDMA wireless cellular networks , 2010, 2010 IFIP Wireless Days.

[17]  Yongming Huang,et al.  Coordinated Multicell Multiuser Precoding for Maximizing Weighted Sum Energy Efficiency , 2014, IEEE Transactions on Signal Processing.

[18]  Leonard J. Cimini,et al.  Antenna Selection for Energy-Efficient MIMO Transmission , 2012, IEEE Wireless Communications Letters.

[19]  Hyundong Shin,et al.  Energy Efficient Heterogeneous Cellular Networks , 2013, IEEE Journal on Selected Areas in Communications.

[20]  Samson Lasaulce,et al.  Energy-Efficient Precoding for Multiple-Antenna Terminals , 2010, IEEE Transactions on Signal Processing.

[21]  Ashutosh Sabharwal,et al.  Power Management of MIMO Network Interfaces on Mobile Systems , 2012, IEEE Transactions on Very Large Scale Integration (VLSI) Systems.

[22]  Nikos D. Sidiropoulos,et al.  Transmit beamforming for physical-layer multicasting , 2006, IEEE Transactions on Signal Processing.

[23]  Chia-Chin Chong,et al.  An Overview of Multigigabit Wireless through Millimeter Wave Technology: Potentials and Technical Challenges , 2007, EURASIP J. Wirel. Commun. Netw..

[24]  Eduard A. Jorswieck,et al.  Energy-efficient power control for MIMO time-varying channels , 2011, 2011 IEEE Online Conference on Green Communications.

[25]  Gene H. Golub,et al.  Matrix computations (3rd ed.) , 1996 .

[26]  Liang Zhou,et al.  Hybrid precoding with data stream adaptation for high throughput mmWave MIMO systems , 2016, 2016 IEEE Wireless Communications and Networking Conference.

[27]  Xiaohu Ge,et al.  Energy Efficiency Challenges of 5G Small Cell Networks , 2017, IEEE Communications Magazine.

[28]  Robert W. Heath,et al.  Spatially Sparse Precoding in Millimeter Wave MIMO Systems , 2013, IEEE Transactions on Wireless Communications.

[29]  Jens Zander,et al.  Energy- and cost-efficient ultra-high-capacity wireless access , 2011, IEEE Wireless Communications.

[30]  Chung Shue Chen,et al.  Self-optimized precoding and power control in cellular networks , 2011, 2011 IEEE 22nd International Symposium on Personal, Indoor and Mobile Radio Communications.

[31]  Halim Yanikomeroglu,et al.  On the Approximation of the Generalized-K PDF by a Gamma PDF Using the Moment Matching Method , 2009, 2009 IEEE Wireless Communications and Networking Conference.

[32]  Long Bao Le,et al.  Beamforming for multiuser massive MIMO systems: Digital versus hybrid analog-digital , 2014, 2014 IEEE Global Communications Conference.

[33]  Mohamed El-Tanany,et al.  Millimeter-wave channel measurements with space diversity for indoor wireless communications , 1995 .

[34]  Zhi-Quan Luo,et al.  Semidefinite Relaxation of Quadratic Optimization Problems , 2010, IEEE Signal Processing Magazine.

[35]  Khaled Ben Letaief,et al.  Throughput and Energy Efficiency Analysis of Small Cell Networks with Multi-Antenna Base Stations , 2013, IEEE Transactions on Wireless Communications.

[36]  Mohamed-Slim Alouini,et al.  Area spectral efficiency of cellular mobile radio systems , 1999 .

[37]  Long Bao Le,et al.  Hybrid Analog-Digital Beamforming: How Many RF Chains and Phase Shifters Do We Need? , 2014, ArXiv.

[38]  Wei Yu,et al.  Hybrid Digital and Analog Beamforming Design for Large-Scale Antenna Arrays , 2016, IEEE Journal of Selected Topics in Signal Processing.

[39]  Robert W. Heath,et al.  Interference alignment via alternating minimization , 2009, 2009 IEEE International Conference on Acoustics, Speech and Signal Processing.

[40]  Robert W. Heath,et al.  Energy-Efficient Hybrid Analog and Digital Precoding for MmWave MIMO Systems With Large Antenna Arrays , 2015, IEEE Journal on Selected Areas in Communications.

[41]  Taeyoung Kim,et al.  Multi-beam transmission diversity with hybrid beamforming for MIMO-OFDM systems , 2013, 2013 IEEE Globecom Workshops (GC Wkshps).

[42]  Kemal Davaslioglu,et al.  Quantifying Potential Energy Efficiency Gain in Green Cellular Wireless Networks , 2014, IEEE Communications Surveys & Tutorials.

[43]  Xiaodai Dong,et al.  Low-Complexity Hybrid Precoding in Massive Multiuser MIMO Systems , 2014, IEEE Wireless Communications Letters.

[44]  A. Paulraj,et al.  MIMO Wireless Linear Precoding , 2007, IEEE Signal Processing Magazine.

[45]  Guowang Miao,et al.  Energy-efficient scheduling for downlink multi-user MIMO , 2012, 2012 IEEE International Conference on Communications (ICC).

[46]  Victor C. M. Leung,et al.  EMC: Emotion-aware mobile cloud computing in 5G , 2015, IEEE Network.

[47]  Robert W. Heath,et al.  Limited Feedback Hybrid Precoding for Multi-User Millimeter Wave Systems , 2014, IEEE Transactions on Wireless Communications.

[48]  Gerhard Fettweis,et al.  Power consumption modeling of different base station types in heterogeneous cellular networks , 2010, 2010 Future Network & Mobile Summit.

[49]  I. Kostic Analytical approach to performance analysis for channel subject to shadowing and fading , 2005 .

[50]  Thomas L. Marzetta,et al.  Noncooperative Cellular Wireless with Unlimited Numbers of Base Station Antennas , 2010, IEEE Transactions on Wireless Communications.

[51]  Geoffrey Ye Li,et al.  Energy-Efficient Design of Indoor mmWave and Sub-THz Systems With Antenna Arrays , 2016, IEEE Transactions on Wireless Communications.

[52]  Jeffrey G. Andrews,et al.  Uplink Power Control in Multi-Cell Spatial Multiplexing Wireless Systems , 2007, IEEE Transactions on Wireless Communications.

[53]  Chi-En Wu,et al.  Network energy efficiency for deployment architectures with base station site model , 2012, 2012 1st IEEE International Conference on Communications in China Workshops (ICCC).

[54]  Eduard A. Jorswieck,et al.  Energy-efficient power control for MIMO channels with partial and full CSI , 2012, 2012 International ITG Workshop on Smart Antennas (WSA).

[55]  Geraldo Robson Mateus,et al.  Performance analysis for data service in third generation mobile telecommunication networks , 2002, Proceedings 35th Annual Simulation Symposium. SS 2002.

[56]  George K. Karagiannidis,et al.  On the performance analysis of digital communications over generalized-K fading channels , 2006, IEEE Communications Letters.

[57]  Xiqi Gao,et al.  Cellular architecture and key technologies for 5G wireless communication networks , 2014, IEEE Communications Magazine.

[58]  Min Chen,et al.  Cloud-based Wireless Network: Virtualized, Reconfigurable, Smart Wireless Network to Enable 5G Technologies , 2015, Mob. Networks Appl..

[59]  Derrick Wing Kwan Ng,et al.  Energy-Efficient Resource Allocation in OFDMA Systems with Large Numbers of Base Station Antennas , 2012, IEEE Trans. Wirel. Commun..

[60]  Saif K. Mohammed,et al.  Impact of Transceiver Power Consumption on the Energy Efficiency of Zero-Forcing Detector in Massive MIMO Systems , 2014, IEEE Transactions on Communications.

[61]  Vincent K. N. Lau,et al.  Phase Only RF Precoding for Massive MIMO Systems With Limited RF Chains , 2014, IEEE Transactions on Signal Processing.

[62]  Mohsen Guizani,et al.  5G wireless backhaul networks: challenges and research advances , 2014, IEEE Network.

[63]  Chiao-En Chen,et al.  An Iterative Hybrid Transceiver Design Algorithm for Millimeter Wave MIMO Systems , 2015, IEEE Wireless Communications Letters.

[64]  Tony Q. S. Quek,et al.  Network Throughput and Energy Efficiency in MIMO Femtocells , 2012, ACM SIGOPS European Workshop.

[65]  A.F. Molisch,et al.  Variable-phase-shift-based RF-baseband codesign for MIMO antenna selection , 2005, IEEE Transactions on Signal Processing.

[66]  Xiaohu Ge,et al.  5G wireless communication systems: prospects and challenges [Guest Editorial] , 2014 .

[67]  Khaled Ben Letaief,et al.  Alternating Minimization Algorithms for Hybrid Precoding in Millimeter Wave MIMO Systems , 2016, IEEE Journal of Selected Topics in Signal Processing.

[68]  Emil Björnson,et al.  Optimal Design of Energy-Efficient Multi-User MIMO Systems: Is Massive MIMO the Answer? , 2014, IEEE Transactions on Wireless Communications.

[69]  R. Byers A Bisection Method for Measuring the Distance of a Stable Matrix to the Unstable Matrices , 1988 .

[70]  Yongming Huang,et al.  Energy-Efficient Transceiver Design for Hybrid Sub-Array Architecture MIMO Systems , 2017, IEEE Access.

[71]  Nirwan Ansari,et al.  On greening cellular networks via multicell cooperation , 2013, IEEE Wireless Communications.

[72]  Ranjan K. Mallik,et al.  Analysis of transmit-receive diversity in Rayleigh fading , 2003, IEEE Trans. Commun..

[73]  Mohamed-Slim Alouini,et al.  Digital Communication Over Fading Channels: A Unified Approach to Performance Analysis , 2000 .

[74]  Kyungwhoon Cheun,et al.  Millimeter-wave beamforming as an enabling technology for 5G cellular communications: theoretical feasibility and prototype results , 2014, IEEE Communications Magazine.

[75]  Colin N. Jones,et al.  Complexity Certification of the Fast Alternating Minimization Algorithm for Linear MPC , 2017, IEEE Transactions on Automatic Control.

[76]  Long Bao Le,et al.  Pilot optimization and channel estimation for multiuser massive MIMO systems , 2014, 2014 48th Annual Conference on Information Sciences and Systems (CISS).

[77]  Akbar M. Sayeed,et al.  Sublinear Capacity Scaling Laws for Sparse MIMO Channels , 2011, IEEE Transactions on Information Theory.

[78]  Eduard A. Jorswieck,et al.  Analytical Foundation for Energy Efficiency Optimisation in Cellular Networks with Elastic Traffic , 2011, MOBILIGHT.

[79]  I. S. Gradshteyn,et al.  Table of Integrals, Series, and Products , 1976 .

[80]  Robert D. Nowak,et al.  Compressed Channel Sensing: A New Approach to Estimating Sparse Multipath Channels , 2010, Proceedings of the IEEE.

[81]  Shuangfeng Han,et al.  Large-scale antenna systems with hybrid analog and digital beamforming for millimeter wave 5G , 2015, IEEE Communications Magazine.

[82]  Thomas L. Marzetta,et al.  Total energy efficiency of cellular large scale antenna system multiple access mobile networks , 2013, 2013 IEEE Online Conference on Green Communications (OnlineGreenComm).

[83]  John M. Lee Introduction to Smooth Manifolds , 2002 .

[84]  Xiaojing Huang,et al.  Massive hybrid antenna array for millimeter-wave cellular communications , 2015, IEEE Wireless Communications.

[85]  Min Chen,et al.  Energy-Efficiency Optimization for MIMO-OFDM Mobile Multimedia Communication Systems With QoS Constraints , 2014, IEEE Transactions on Vehicular Technology.

[86]  Paul Tseng Further Results on Approximating Nonconvex Quadratic Optimization by Semidefinite Programming Relaxation , 2003, SIAM J. Optim..

[87]  Moe Z. Win,et al.  A Mathematical Theory of Network Interference and Its Applications , 2009, Proceedings of the IEEE.

[88]  Akbar M. Sayeed,et al.  Deconstructing multiantenna fading channels , 2002, IEEE Trans. Signal Process..

[89]  Z. Néda,et al.  On the size-distribution of Poisson Voronoi cells , 2004, cond-mat/0406116.

[90]  Theodore S. Rappaport,et al.  Spatial and temporal characteristics of 60-GHz indoor channels , 2002, IEEE J. Sel. Areas Commun..

[91]  Mérouane Debbah,et al.  An Energy-Efficient Framework for the Analysis of MIMO Slow Fading Channels , 2013, IEEE Transactions on Signal Processing.

[92]  D. Stoyan,et al.  Stochastic Geometry and Its Applications , 1989 .

[93]  Cheng-Xiang Wang,et al.  Energy Efficiency Evaluation of Cellular Networks Based on Spatial Distributions of Traffic Load and Power Consumption , 2013, IEEE Transactions on Wireless Communications.

[94]  Vijay K. Bhargava,et al.  Green Cellular Networks: A Survey, Some Research Issues and Challenges , 2011, IEEE Communications Surveys & Tutorials.

[95]  Muhammad Ali Imran,et al.  Flexible power modeling of LTE base stations , 2012, 2012 IEEE Wireless Communications and Networking Conference (WCNC).

[96]  Kai Liu,et al.  Base station power model and application for energy efficient LTE , 2013, 2013 15th IEEE International Conference on Communication Technology.

[97]  Robert W. Heath,et al.  An Overview of Signal Processing Techniques for Millimeter Wave MIMO Systems , 2015, IEEE Journal of Selected Topics in Signal Processing.

[98]  Xiaohui Chen,et al.  Energy-Efficient Link Adaptation on Rayleigh Fading Channel for OSTBC MIMO System With Imperfect CSIT , 2013, IEEE Transactions on Vehicular Technology.

[99]  Joonhyuk Kang,et al.  Energy efficiency analysis with circuit power consumption in massive MIMO systems , 2013, 2013 IEEE 24th Annual International Symposium on Personal, Indoor, and Mobile Radio Communications (PIMRC).

[100]  Theodore S. Rappaport,et al.  Radio propagation path loss models for 5G cellular networks in the 28 GHZ and 38 GHZ millimeter-wave bands , 2014, IEEE Communications Magazine.

[101]  Theodore S. Rappaport,et al.  Millimeter Wave Channel Modeling and Cellular Capacity Evaluation , 2013, IEEE Journal on Selected Areas in Communications.

[102]  Robert W. Heath,et al.  Low Complexity Hybrid Precoding Strategies for Millimeter Wave Communication Systems , 2016, IEEE Transactions on Wireless Communications.

[103]  Erik G. Larsson,et al.  Energy and Spectral Efficiency of Very Large Multiuser MIMO Systems , 2011, IEEE Transactions on Communications.

[104]  Stephen P. Boyd,et al.  Convex Optimization , 2004, Algorithms and Theory of Computation Handbook.

[105]  Linglong Dai,et al.  Time-Frequency Training OFDM with High Spectral Efficiency and Reliable Performance in High Speed Environments , 2012, IEEE Journal on Selected Areas in Communications.

[106]  Venugopal V. Veeravalli,et al.  Sum Capacity of MIMO Interference Channels in the Low Interference Regime , 2011, IEEE Transactions on Information Theory.

[107]  Xiaodai Dong,et al.  Hybrid Block Diagonalization for Massive Multiuser MIMO Systems , 2015, IEEE Transactions on Communications.

[108]  Cheng-Xiang Wang,et al.  Capacity Analysis of a Multi-Cell Multi-Antenna Cooperative Cellular Network with Co-Channel Interference , 2011, IEEE Transactions on Wireless Communications.

[109]  Constantine A. Balanis,et al.  Antenna Theory: Analysis and Design , 1982 .