DocumentCode
1311237
Title
Low-Complexity Decoding via Reduced Dimension Maximum-Likelihood Search
Author
Choi, Jun Won ; Shim, Byonghyo ; Singer, Andrew C. ; Cho, Nam Ik
Author_Institution
Dept. of Electr. & Comput. Eng., Univ. of Illinois, Urbana, IL, USA
Volume
58
Issue
3
fYear
2010
fDate
3/1/2010 12:00:00 AM
Firstpage
1780
Lastpage
1793
Abstract
In this paper, we consider a low-complexity detection technique referred to as a reduced dimension maximum-likelihood search (RD-MLS). RD-MLS is based on a partitioned search which approximates the maximum-likelihood (ML) estimate of symbols by searching a partitioned symbol vector space rather than that spanned by the whole symbol vector. The inevitable performance loss due to a reduction in the search space is compensated by 1) the use of a list tree search, which is an extension of a single best searching algorithm called sphere decoding, and 2) the recomputation of a set of weak symbols, i.e., those ignored in the reduced dimension search, for each strong symbol candidate found during the list tree search. Through simulations on M-quadrature amplitude modulation (QAM) transmission in frequency nonselective multi-input-multioutput (MIMO) channels, we demonstrate that the RD-MLS algorithm shows near constant complexity over a wide range of bit error rate (BER) (10-1 ~ 10-4), while limiting performance loss to within 1 dB from ML detection.
Keywords
MIMO communication; error statistics; maximum likelihood decoding; maximum likelihood detection; maximum likelihood estimation; modulation; tree searching; M-quadrature amplitude modulation transmission; bit error rate; frequency nonselective multiinput-multioutput channels; list tree search; low-complexity decoding; low-complexity detection; maximum-likelihood estimate; partitioned search; partitioned symbol vector space; reduced dimension maximum-likelihood search; single best searching algorithm; sphere decoding; Dimension reduction; list tree search; maximum-likelihood (ML) decoding; minimum mean square error (MMSE); multiple input multiple output (MIMO); sphere decoding; stack algorithm;
fLanguage
English
Journal_Title
Signal Processing, IEEE Transactions on
Publisher
ieee
ISSN
1053-587X
Type
jour
DOI
10.1109/TSP.2009.2036482
Filename
5325699
Link To Document