Title :
Iterative MAP Channel Estimation Based on Factor Graph for OFDM Mobile Communications
Author :
Muraoka, Kazushi ; Fukawa, Kazuhiko ; Suzuki, Hiroshi ; Suyama, Satoshi
Author_Institution :
Tokyo Inst. of Technol., Tokyo, Japan
Abstract :
To maintain good transmission performance of orthogonal frequency-division multiplexing (OFDM) mobile communications over fast-fading channels, iterative maximum a posteriori (MAP) receivers that iterate channel estimation and signal detection on the basis of the expectation-maximization (EM) algorithm have been investigated. In order to make such a MAP receiver more robust against time-variant channels, this paper derives channel estimation with subcarrier removal from the perspective of a message-passing algorithm on factor graphs. The subcarrier removal estimates the channel frequency response by using the detected signals of all subcarriers other than that of a targeted subcarrier. This modification can avoid the repetitive use of incorrectly detected signals for the channel estimation. Computer simulations under fast-fading conditions demonstrate that the EM-based MAP receiver performing the subcarrier removal can improve the packet error rate (PER) drastically.
Keywords :
OFDM modulation; channel estimation; expectation-maximisation algorithm; fading channels; frequency response; graphs; iterative methods; message passing; mobile radio; radio receivers; signal detection; time-varying channels; EM algorithm; EM-based MAP receiver; OFDM mobile communications; PER; channel frequency response; computer simulations; expectation-maximization algorithm; factor graph; fast-fading channels; fast-fading conditions; iterate channel estimation; iterative MAP channel estimation; iterative maximum a posteriori receivers; message-passing algorithm; orthogonal frequency-division multiplexing mobile communications; packet error rate; signal detection; subcarrier removal estimation; time-variant channels; transmission performance; Channel estimation; Decoding; Mathematical model; Modulation; OFDM; Receivers; Signal processing algorithms;
Conference_Titel :
Vehicular Technology Conference (VTC Spring), 2012 IEEE 75th
Conference_Location :
Yokohama
Print_ISBN :
978-1-4673-0989-9
Electronic_ISBN :
1550-2252
DOI :
10.1109/VETECS.2012.6239957