Title :
Improving Channel Estimation in OFDM Systems via Independent Component Analysis
Author :
Homayounzadeh, A. ; Shirazi, M. A Masnadi
Author_Institution :
Dept. of Electr. Eng., Shiraz Univ., Shiraz, Iran
Abstract :
In this paper the effect of CFO (carrier frequency offset) on channel estimation in OFDM systems is investigated. The LMMSE channel estimation is considered and it is shown that CFO degrades the performance of this algorithm. In addition a novel method called ICA-LMMSE is proposed. It uses ICA (independent component analysis) to find an estimate of CFO, in order to cancel out the inefficiency caused by CFO in the LMMSE channel estimation. It is shown that by applying the proposed method the MSE of the channel estimation algorithm is decreased to a high extent. The effectiveness of the method is also shown by simulation.
Keywords :
OFDM modulation; channel estimation; independent component analysis; least mean squares methods; ICA-LMMSE; LMMSE channel estimation; OFDM systems; carrier frequency offset; independent component analysis; linear minimum mean square error; Channel estimation; Degradation; Electrical engineering; Frequency estimation; Independent component analysis; Interference; Mean square error methods; OFDM modulation; Signal processing; Signal processing algorithms; CFO; Channel Estimation; ICA; ICI (Inter-Carrier Interference); LMMSE (Linear Minimum Mean Square Error); OFDM (Orthogonal Frequency Division Multiplexing);
Conference_Titel :
2009 International Conference on Signal Processing Systems
Conference_Location :
Singapore
Print_ISBN :
978-0-7695-3654-5
DOI :
10.1109/ICSPS.2009.44