Title :
An EM-based estimation of OFDM signals
Author :
Ma, Xiaoqiang ; Kobayashi, Hisashi ; Schwartz, Stuart C.
Author_Institution :
Sch. of Eng. & Appl. Sci., Princeton Univ., NJ, USA
Abstract :
We propose an EM-based algorithm to efficiently detect transmitted data in an OFDM system as well as estimating the channel impulse response (CIR). The maximum likelihood estimate of CIR is obtained by using channel statistics (their means and covariances) via the expectation-maximization (EM) algorithm. This algorithm can improve signal detection and the channel estimation accuracy by making use of pilot symbols to obtain an initial estimate for the iteration. Simulation results show that the bit error rate (BER) can be significantly reduced by this algorithm, and validate its good convergence and robust properties.
Keywords :
OFDM modulation; convergence of numerical methods; data communication; error statistics; identification; iterative methods; maximum likelihood estimation; signal detection; transient response; BER; EM-based estimation; OFDM signals; bit error rate; channel estimation accuracy; channel impulse response estimation; channel statistics; convergence; data communication; expectation-maximization algorithm; initial estimate; iteration; maximum likelihood estimate; orthogonal frequency division multiplexing; pilot symbols; signal detection; Bit error rate; Channel estimation; Frequency estimation; Intersymbol interference; Maximum likelihood detection; Maximum likelihood estimation; OFDM; Parameter estimation; Robustness; Signal detection;
Conference_Titel :
Wireless Communications and Networking Conference, 2002. WCNC2002. 2002 IEEE
Print_ISBN :
0-7803-7376-6
DOI :
10.1109/WCNC.2002.993496