Title :
Iterative Near Maximum-Likelihood Sequence Detection for MIMO Optical Wireless Systems
Author :
Chatzidiamantis, Nestor D. ; Uysal, Murat ; Tsiftsis, Theodoros A. ; Karagiannidis, George K.
Author_Institution :
Dept. of Electr. & Comput. Eng., Aristotle Univ. of Thessaloniki, Thessaloniki, Greece
fDate :
4/1/2010 12:00:00 AM
Abstract :
A major performance-limiting factor in terrestrial optical wireless (OW) systems is turbulence-induced fading. Exploiting the additional degrees of freedom in the spatial dimension, multiple laser transmitters combined with multiple receive apertures provide an effective solution for fading mitigation. Although multiple-input multiple-output (MIMO) OW systems have been extensively studied in recent years, most of these works are mainly limited to symbol-by-symbol decoding. MLSD exploits the temporal correlation of turbulence-induced fading and promises further performance gains. In this paper, we investigate MLSD for intensity-modulation/direct-detection MIMO OW systems over log-normal atmospheric turbulence channels. Even with a low-order modulation scheme such as OOK, which is typically used in OW systems, the complexity of MLSD might be prohibitive. We therefore present an iterative sequence detector based on the expectation-maximization (EM) algorithm. The complexity of the proposed algorithm is considerably less than a direct evaluation of the log-likelihood function, and it is independent of the channel´s fading statistics. The Monte Carlo simulation results demonstrate that the EM-based algorithm outperforms the symbol-by-symbol decoder and achieves a performance, which lies within 0.3 dB of that of the optimal MLSD.
Keywords :
MIMO communication; expectation-maximisation algorithm; fading channels; iterative methods; maximum likelihood decoding; optical transmitters; MIMO optical wireless systems; degrees of freedom; expectation maximization algorithm; fading mitigation; iterative sequence detector; laser transmitters; maximum-likelihood sequence detection; multiple-input multiple-output optical wireless systems; performance limiting factor; symbol-by-symbol decoding; terrestrial optical wireless systems; turbulence-induced fading; Atmospheric turbulence; MLSD; expectation–maximization (EM) algorithm; free-space optical communication; maximum-likelihood (ML) symbol-by-symbol detection; spatial diversity;
Journal_Title :
Lightwave Technology, Journal of
DOI :
10.1109/JLT.2009.2038724