Title :
SPC04-3: Parallel Channel Estimator for Iterative MAP Receiver using Message-Passing Algorithm
Author :
Kashima, Tsuyoshi ; Fukawa, Kazuhiko ; Suzuki, Hiroshi
Author_Institution :
Tokyo Inst. of Technol., Tokyo
fDate :
Nov. 27 2006-Dec. 1 2006
Abstract :
This paper proposes a parallel recursive least square (P-RLS) channel estimator for the iterative maximum a posteriori (MAP) receiver. The targeted system is the low-density-parity-check (LDPC) coded multiple-input-multiple-output (MIMO) and orthogonal frequency-division multiplexing (OFDM) system. The proposed estimator, which can be theoretically derived from the message-passing algorithm, can track a fast fading channel, and allows the parallel implementation of the whole receiver. A simplified version of P-RLS (SP-RLS) that can reduce the computational complexity is also proposed. Compared to the RLS with smoothing and removing (SR-RLS), P-RLS can reduce the computational time by parallelization, and SP-RLS can further reduce the computational time and complexity. Computer simulations show that SP-RLS achieves almost the same packet error rate (PER) performance as that of P-RLS. It also achieves almost the same PER performance as that of SR-RLS with double iterations. Even in this case, the computational time and complexity of SP-RLS are smaller than those of SR-RLS.
Keywords :
MIMO communication; OFDM modulation; channel estimation; communication complexity; error statistics; fading channels; iterative methods; least squares approximations; maximum likelihood estimation; message passing; LDPC code; computational complexity; fading channel; iterative MAP receiver; iterative maximum a posteriori receiver; low-density-parity-check code; message-passing algorithm; multiple-input-multiple-output system; orthogonal frequency-division multiplexing; packet error rate performance; parallel recursive least square channel estimator; Concurrent computing; Fading; Frequency division multiplexing; Iterative algorithms; Least squares approximation; MIMO; OFDM; Parity check codes; Recursive estimation; Target tracking;
Conference_Titel :
Global Telecommunications Conference, 2006. GLOBECOM '06. IEEE
Conference_Location :
San Francisco, CA
Print_ISBN :
1-4244-0356-1
Electronic_ISBN :
1930-529X
DOI :
10.1109/GLOCOM.2006.552