Title :
Energy-efficient transmit beamforming for MISO downlink via sequential convex approximation
Author :
Tervo, Oskari ; Le-Nam Tran ; Juntti, Markku
Author_Institution :
Centre for Wireless Commun., Univ. of Oulu, Oulu, Finland
fDate :
June 28 2015-July 1 2015
Abstract :
We study the problem of energy efficiency maximization (EEmax) with user-specific quality of service constraints in multiple-input single-output broadcast channels with transmit beamforming. For this challenging nonconvex problem, we propose an efficient approximate design based on sequential convex approximation (SCA). By proper reformulations we arrive at a fast converging iterative algorithm where a convex program is solved at each iteration. We further show that the problem in each iteration can also be approximated as a second-order cone program (SOCP), allowing for exploiting computationally efficient state-of-the-art SOCP solvers. Numerical results show that compared to existing two-layer iterative Dinkelbach based algorithms, the SCA-based method can yield a solution within a few iterations and is insensitive to initial points. We also demonstrate that the superior performance to existing scheme is achieved with lower computational complexity.
Keywords :
MIMO communication; approximation theory; array signal processing; broadcast channels; computational complexity; concave programming; convex programming; energy conservation; iterative methods; quality of service; telecommunication power management; wireless channels; EEmax; MISO downlink; SCA; SOCP; computational complexity; energy efficiency maximization; energy-efficient transmit beamforming; iterative algorithm; multiple input single output broadcast channel; second-order cone program; sequential convex approximation; user-specific quality of service constraint; Approximation algorithms; Approximation methods; Array signal processing; Optimization; Power demand; Signal processing algorithms; Wireless communication;
Conference_Titel :
Signal Processing Advances in Wireless Communications (SPAWC), 2015 IEEE 16th International Workshop on
Conference_Location :
Stockholm
DOI :
10.1109/SPAWC.2015.7227071