Title :
Energy Efficiency and Spectral Efficiency Trade-Off in MIMO Broadcast Channels
Author :
Jie Tang ; So, Daniel K. C. ; Alsusa, Emad ; Hamdi, Khairi ; Shojaeifard, Arman
Author_Institution :
Sch. of Electr. & Electron. Eng., Univ. of Manchester, Manchester, UK
Abstract :
Spectral efficiency (SE) and energy efficiency (EE) are the main performance metrics for designing green radio (GR) networks; however they are conflicting criteria. Consequently, instead of separately focusing on either SE or EE, characterizing the fundamental trade-off between EE and SE of MIMO broadcast channels (BC) is significant for the development of green wireless communications. This paper investigates the fundamental EE-SE relationship in a multiple-input multiple-output (MIMO) broadcast channel, which is important for facilitating a desirable balance between energy savings and spectrum utilization. Through our investigation, we prove that EE-SE relationship for MIMO-BC is a quasiconcave function. Furthermore, EE is proved to be either strictly decreasing with SE or first strictly increasing and then strictly decreasing with SE. Based on these findings, we propose a two-layer resource allocation algorithm in order to tackle the comprehensive EE-SE trade-offs problem. The key of the proposed method lies in the inner-layer algorithm which is solved by applying the principle of multiple access channel - broadcast channel (MAC-BC) duality. The algorithm in its dual form is solved using sub-gradient method and bisection searching scheme. Simulation results confirm the theoretical findings and demonstrate that the proposed resource allocation algorithm can efficiently approach the optimal EE-SE trade-off for MIMO-BC.
Keywords :
MIMO communication; broadcast channels; duality (mathematics); gradient methods; resource allocation; search problems; telecommunication power management; MAC-BC duality; MIMO broadcast channels; bisection searching scheme; comprehensive EE-SE trade-offs problem; energy efficiency; energy savings; green radio networks; green wireless communications; inner-layer algorithm; multiple access channel -broadcast channel duality; multiple-input multiple-output broadcast channel; performance metrics; quasiconcave function; spectral efficiency; spectrum utilization; sub-gradient method; two-layer resource allocation algorithm; Algorithm design and analysis; Covariance matrices; MIMO; Optimization; Power demand; Resource management; Wireless communication;
Conference_Titel :
Vehicular Technology Conference (VTC Spring), 2015 IEEE 81st
Conference_Location :
Glasgow
DOI :
10.1109/VTCSpring.2015.7145804