Title :
An EM-based joint maximum likelihood estimation of carrier frequency offset and channel for uplink OFDMA systems
Author :
Pun, Man-On ; Tsai, Shang-Ho ; Kuo, C. C Jay
Author_Institution :
Dept. of Electr. Eng., Univ. of Southern California, Los Angeles, CA, USA
Abstract :
A maximum likelihood estimator (MLE) based on expectation maximization (EM) method is presented to jointly estimate the carrier frequency offset (CFO) and the channel of each user in uplink OFDMA systems. The proposed MLE distinguishes itself from existing methods by its applicability to any arbitrary carrier assignment schemes. The proposed MLE achieves high computational efficiency by transforming a multidimensional maximization problem into a number of substantially smaller separate maximization problems. Computer experiments have been conducted to confirm the effectiveness of the proposed estimators in estimation accuracy and robustness against the near-far effect.
Keywords :
OFDM modulation; channel estimation; frequency division multiple access; frequency estimation; maximum likelihood estimation; CFO; EM-based joint maximum likelihood estimation; MLE; carrier assignment schemes; carrier frequency offset estimation; channel estimation; computational efficiency; estimation accuracy; expectation maximization method; multidimensional maximization problem; near-far effect robustness; separate maximization problems; uplink OFDMA system; user channel; Channel estimation; Computational efficiency; Frequency conversion; Frequency estimation; Frequency synchronization; Image processing; Maximum likelihood estimation; Multidimensional systems; Robustness; Signal processing;
Conference_Titel :
Vehicular Technology Conference, 2004. VTC2004-Fall. 2004 IEEE 60th
Print_ISBN :
0-7803-8521-7
DOI :
10.1109/VETECF.2004.1400077