Title :
Joint ML timing and phase estimation in OFDM systems using the EM algorithm
Author :
Panagirci, E. ; Georghiades, Costas N.
Author_Institution :
Dept. of Electron. Eng., ISIK Univ., Istanbul, Turkey
Abstract :
In this paper, a computationally efficient algorithm is presented for joint maximum likelihood (ML) timing and carrier phase estimation of OFDM systems employing M-PSK modulation scheme with additive Gaussian noise, based on the expectation-maximization (EM) algorithm. A nondata-aided (NDA) scheme is considered for the joint timing and phase synchronizer which maximizes the low SNR limit of the likelihood function averaged over the M-PSK signal constellation. For this, an EM algorithm is derived which estimates the timing offset and the phase rotations of each subcarrier iteratively and which converges to the true ML estimation of the unknown timing and phase. It is shown that the algorithm becomes independent of the signal-to-noise ratio for both low and high SNR cases. The algorithm is applied to the QPSK modulated OFDM systems and it is concluded that for SNR values greater than 10 dB the convergence is achieved in first iteration and for SNR values less than 10 dB, at most in three iterations. It is also concluded that the convergence is independent of the initial starting points
Keywords :
Gaussian noise; OFDM modulation; convergence of numerical methods; fading channels; maximum likelihood estimation; multipath channels; optimisation; phase estimation; quadrature phase shift keying; timing; EM algorithm; M-PSK modulation; M-PSK signal constellation; ML estimation; OFDM systems; QPSK; additive Gaussian noise; computationally efficient algorithm; convergence; expectation-maximization; fading channel; joint ML timing estimation; likelihood function; low SNR limit; maximum likelihood estimation; multipath; nondata-aided scheme; phase estimation; phase rotations; phase synchronizer; signal-to-noise ratio; Additive noise; Convergence; Gaussian noise; Iterative algorithms; Maximum likelihood estimation; OFDM modulation; Phase estimation; Phase modulation; Signal to noise ratio; Timing;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2000. ICASSP '00. Proceedings. 2000 IEEE International Conference on
Conference_Location :
Istanbul
Print_ISBN :
0-7803-6293-4
DOI :
10.1109/ICASSP.2000.861152