Statistical mechanics analysis of LDPC coding in MIMO Gaussian channels

被引:11
作者
Alamino, Roberto C. [1 ]
Saad, David [1 ]
机构
[1] Aston Univ, Neural Comp Res Grp, Birmingham B4 7ET, W Midlands, England
关键词
D O I
10.1088/1751-8113/40/41/001
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
Using analytical methods of statistical mechanics, we analyse the typical behaviour of a multiple-input multiple-output (MIMO) Gaussian channel with binary inputs under low-density parity-check (LDPC) network coding and joint decoding. The saddle point equations for the replica symmetric solution are found in particular realizations of this channel, including a small and large number of transmitters and receivers. In particular, we examine the cases of a single transmitter, a single receiver and symmetric and asymmetric interference. Both dynamical and thermodynamical transitions from the ferromagnetic solution of perfect decoding to a non-ferromagnetic solution are identified for the cases considered, marking the practical and theoretical limits of the system under the current coding scheme. Numerical results are provided, showing the typical level of improvement/deterioration achieved with respect to the single transmitter/receiver result, for the various cases.
引用
收藏
页码:12259 / 12279
页数:21
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