Title :
Low-Complexity Likelihood Information Generation for Spatial-Multiplexing MIMO Signal Detection
Author :
Liu, Liang ; Löfgren, Johan ; Nilsson, Peter
Author_Institution :
Dept. of Electr. & Inf. Technol., Lund Univ., Lund, Sweden
Abstract :
Signal detection algorithms providing likelihood information for coded spatial-multiplexing multiple-input-multiple-output (MIMO) wireless communication systems pose a critical design challenge due to their prohibitively high computational complexity. In this paper, we present a low-complexity soft-output detection algorithm by adopting four implementation-friendly algorithm-level improvements to the fixed-complexity sphere decoder. More specifically, we introduce a reliability-dependent tree expansion approach and an on-demand list-size reduction scheme for low-cost candidate list generation. In terms of performance improvement, we apply an early bit-flipping strategy and utilize the l1-norm distance representation. The algorithm is evaluated by computer simulations performed over Rayleigh flat fading channels and computational complexity analysis. Compared with the soft-output K-Best algorithm, the proposed algorithm saves at least 60% of the computations for detecting 4 × 4 64-quadrature amplitude modulation (QAM) MIMO signal and, at the same time, provides better detection performance, making it a promising detection scheme for real-life hardware implementation.
Keywords :
MIMO communication; Rayleigh channels; decoding; quadrature amplitude modulation; signal detection; space division multiplexing; MIMO signal detection; QAM; Rayleigh flat fading channel; coded spatial multiplexing; fixed complexity sphere decoder; low complexity likelihood information generation; low complexity soft output detection algorithm; multiple input multiple output wireless communication; on demand list size reduction; quadrature amplitude modulation; reliability dependent tree expansion; Bit error rate; Computational complexity; Decoding; MIMO; Reliability; Vectors; Fixed-complexity sphere decoder (FSD); log-likelihood ratio (LLR); multiple-input–multiple-output (MIMO) detection; soft output; spatial multiplexing (SM);
Journal_Title :
Vehicular Technology, IEEE Transactions on
DOI :
10.1109/TVT.2011.2180408