Title :
On performance of sphere decoding and Markov chain Monte Carlo detection methods
Author :
Zhu, Haidong ; Farhang-Boroujeny, Behrouz ; Chen, Rong-Rong
Author_Institution :
Electr. & Comput. Eng. Dept., Univ. of Utah, Salt Lake City, UT, USA
Abstract :
In a recent work, it has been found that the suboptimum detectors that are based on Markov chain Monte Carlo (MCMC) simulation techniques perform significantly better than their sphere decoding (SD) counterparts. In this letter, we explore the sources of this difference and show that a modification to existing sphere decoders can result in some improvement in their performance, even though they still fall short when compared with the MCMC detector. We also present a novel SD detector that is an exact realization of max-log-MAP detector. We call this exact max-log SD detector. Comparison of the results of this detector with those of the max-log version of the MCMC detector reveals that the latter is near optimal.
Keywords :
MIMO systems; Markov processes; Monte Carlo methods; maximum likelihood decoding; maximum likelihood detection; optimisation; MCMC simulation technique; MIMO; Markov chain Monte Carlo detection; max-log SD detector; max-log-MAP detector; multiple-input multiple-output; sphere decoding; suboptimum detector; Bit error rate; Channel capacity; Detectors; Iterative decoding; MIMO; Monte Carlo methods; Parity check codes; Receiving antennas; Transmitting antennas; Wireless communication; Detection; Markov chain Monte Carlo (MCMC); multiple-input multiple-output (MIMO); sphere decoding (SD);
Journal_Title :
Signal Processing Letters, IEEE
DOI :
10.1109/LSP.2005.855558