Title :
A novel low complexity detector for MIMO system
Author :
Xie, Yongzhe ; Georghiades, Costas N. ; Li, Qiang
Author_Institution :
Dept. of Electr. Eng., Texas A&M Univ., College Station, TX, USA
Abstract :
We propose a space alternating generalized expectation-maximization (SAGE) aided List-BLAST detection scheme, which can achieve performance close to that of the maximum-likelihood detector with low computational complexity. The SAGE algorithm searches for the ML solution iteratively by resolving the interference among signals from different transmit antennas. To improve the probability of convergence to the ML solution, multiple initial points are used. The List-BLAST algorithm, which exhausts the constellation points in the first layers of a BLAST detection scheme, is shown to be an excellent way to generate initial points. The complexity of the proposed detection scheme is compared with that of the sphere detection scheme and it is shown to have a number of implementation advantages.
Keywords :
MIMO systems; convergence; interference (signal); iterative methods; maximum likelihood detection; optimisation; probability; transmitting antennas; MIMO; SAGE; convergence; iterative method; list-BLAST detection scheme; maximum-likelihood detector; multiple input multiple output system; probability; signal interference; space alternating generalized expectation-maximization; transmit antenna; Detection algorithms; Detectors; Gaussian noise; Iterative algorithms; MIMO; Maximum likelihood detection; Maximum likelihood estimation; Receiving antennas; Space stations; Transmitting antennas;
Conference_Titel :
Signals, Systems and Computers, 2004. Conference Record of the Thirty-Eighth Asilomar Conference on
Print_ISBN :
0-7803-8622-1
DOI :
10.1109/ACSSC.2004.1399121