Globally Optimal Energy Efficiency Maximization for Capacity-Limited Fronthaul Crans with Dynamic Power Amplifiers’ Efficiency

A joint beamforming and remote radio head (RRH)-user association design for downlink of cloud radio access networks (CRANs) is considered. The aim is to maximize the system energy efficiency subject to constraints on users' quality-of-service, capacity offronthaullinks and transmit power. Different to the conventional power consumption models, we embrace the dependence of baseband signal processing power on the data rate, and the dynamics of the power amplifiers' efficiency. The considered problem is a mixed Boolean nonconvex program whose optimal solution is difficult to find. As our main contribution, we provide a discrete branch-reduce-and-bound (DBRnB) approach to solve the problem globally. We also make some modifications to the standard DBRnB procedure. Those remarkably improve the convergence performance. Numerical results are provided to confirm the validity of the proposed method.

[1]  Jinsong Wu,et al.  Green wireless communications: from concept to reality [Industry Perspectives] , 2012, IEEE Wireless Communications.

[2]  Yongming Huang,et al.  Coordinated Beamforming for Energy Efficient Transmission in Multicell Multiuser Systems , 2013, IEEE Transactions on Communications.

[3]  Erik Björnemo,et al.  Energy Constrained Wireless Sensor Networks : Communication Principles and Sensing Aspects , 2009 .

[4]  Gerhard Fettweis,et al.  Energy-Efficient Multi-Carrier Link Adaptation with Sum Rate-Dependent Circuit Power , 2010, 2010 IEEE Global Telecommunications Conference GLOBECOM 2010.

[5]  Matti Latva-aho,et al.  Precoding for Full Duplex Multiuser MIMO Systems: Spectral and Energy Efficiency Maximization , 2013, IEEE Transactions on Signal Processing.

[6]  Emil Björnson,et al.  Robust Monotonic Optimization Framework for Multicell MISO Systems , 2011, IEEE Transactions on Signal Processing.

[7]  Pin-Han Ho,et al.  Energy Efficiency in TDMA-Based Next-Generation Passive Optical Access Networks , 2014, IEEE/ACM Transactions on Networking.

[8]  Erik G. Larsson,et al.  Monotonic Optimization Framework for the Two-User MISO Interference Channel , 2010, IEEE Transactions on Communications.

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

[10]  Michel Minoux,et al.  Discrete Monotonic Optimization with Application to a Discrete Location Problem , 2006, SIAM J. Optim..

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

[12]  Dario Pompili,et al.  Dynamic Radio Cooperation for User-Centric Cloud-RAN With Computing Resource Sharing , 2017, IEEE Transactions on Wireless Communications.

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

[14]  Luc Vandendorpe,et al.  On the Optimum Energy Efficiency for Flat-Fading Channels with Rate-dependent Circuit Power , 2013, IEEE Transactions on Communications.

[15]  S. Mikami,et al.  An Efficiency Degradation Model of Power Amplifier and the Impact against Transmission Power Control for Wireless Sensor Networks , 2007, 2007 IEEE Radio and Wireless Symposium.

[16]  Markku J. Juntti,et al.  Optimal Energy-Efficient Transmit Beamforming for Multi-User MISO Downlink , 2015, IEEE Transactions on Signal Processing.

[17]  Vincent K. N. Lau,et al.  Backhaul Limited Asymmetric Cooperation for MIMO Cellular Networks via Semidefinite Relaxation , 2014, IEEE Transactions on Signal Processing.

[18]  Erik G. Larsson,et al.  Amplifier-Aware Multiple-Input Multiple-Output Power Allocation , 2013, IEEE Communications Letters.

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

[20]  Wei Yu,et al.  Energy Efficiency of Downlink Transmission Strategies for Cloud Radio Access Networks , 2016, IEEE Journal on Selected Areas in Communications.

[21]  Emil Björnson,et al.  Globally Optimal Energy-Efficient Power Control and Receiver Design in Wireless Networks , 2016, IEEE Transactions on Signal Processing.

[22]  C-ran the Road towards Green Ran , 2022 .

[23]  Faiz A. Al-Khayyal,et al.  Monotonic Optimization: Branch and Cut Methods , 2005 .

[24]  Jon C. Dattorro,et al.  Convex Optimization & Euclidean Distance Geometry , 2004 .

[25]  Derrick Wing Kwan Ng,et al.  Energy-efficient resource allocation in multi-cell OFDMA systems with limited backhaul capacity , 2012, 2012 IEEE Wireless Communications and Networking Conference (WCNC).