Title :
EXIT Chart Based Design of Irregular LDPC Codes for Large-MIMO Systems
Author :
Narasimhan, T. Lakshmi ; Chockalingam, A.
Author_Institution :
Dept. of Electr. Commun. Eng., Indian Inst. of Sci., Bangalore, Bangalore, India
Abstract :
In this letter, we characterize the extrinsic information transfer (EXIT) behavior of a factor graph based message passing algorithm for detection in large multiple-input multiple-output (MIMO) systems with tens to hundreds of antennas. The EXIT curves of a joint detection-decoding receiver are obtained for low density parity check (LDPC) codes of given degree distributions. From the obtained EXIT curves, an optimization of the LDPC code degree profiles is carried out to design irregular LDPC codes matched to the large-MIMO channel and joint message passing receiver. With low complexity joint detection-decoding, these codes are shown to perform better than off-the-shelf irregular codes in the literature by about 1 to 1.5 dB at a coded BER of 10-5 in 16 × 16, 64 × 64 and 256 × 256 MIMO systems.
Keywords :
MIMO communication; antenna arrays; error statistics; optimisation; parity check codes; radio receivers; BER; EXIT chart based design; antennas; extrinsic information transfer behavior; factor graph based message passing algorithm; irregular LDPC code; joint detection-decoding receiver; joint message passing receiver; large-MIMO system; low density parity check codes; multiple-input multiple-output system; Decoding; Detectors; Joints; MIMO; Message passing; Parity check codes; Signal to noise ratio; EXIT chart; Large-MIMO systems; degree profile optimization; joint detection-decoding; message passing;
Journal_Title :
Communications Letters, IEEE
DOI :
10.1109/LCOMM.2012.112812.122249