Title :
Improved Constant Envelope Multiuser Precoding for Massive MIMO Systems
Author :
Jung-Chieh Chen ; Chao-Kai Wen ; Kai-Kit Wong
Author_Institution :
Dept. of Optoelectron. & Commun. Eng., Nat. Kaohsiung Normal Univ., Kaohsiung, Taiwan
Abstract :
This letter considers the constant envelope precoding method, proposed by Mohammed and Larsson, to minimize the multiuser interference (MUI) in a massive multiple-input multiple-output (MIMO) antenna system. To achieve promising performance for suppressing MUI, nevertheless, constant envelope precoding requires solving the intractable nonlinear least squares (NLS) problem of the transmit phase angles, which is non-convex and has multiple local minima. To tackle this, our approach is to use cross-entropy optimization (CEO) for solving the NLS problem of constant envelope precoding. Simulation results reveal that the CEO-optimized constant envelope precoding significantly outperforms the conventional gradient descent (GD) based constant envelope precoding and zero-forcing.
Keywords :
MIMO communication; antenna arrays; least squares approximations; optimisation; precoding; constant envelope multiuser precoding; cross-entropy optimization; gradient descent; massive MIMO system; massive multiple-input multiple-output antenna system; multiuser interference; nonlinear least squares problem; transmit phase angles; zero-forcing; Gaussian distribution; MIMO; Monte Carlo methods; Optimization; Transmitting antennas; Vectors; Constant envelope; cross entropy; interference; massive MIMO; optimization; precoding;
Journal_Title :
Communications Letters, IEEE
DOI :
10.1109/LCOMM.2014.2332346