Application of an Adaptive UKF in the Frequency Offset Estimation of OFDM with Colored Noise

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Abstract:

OFDM system is sensitive to the frequency offset, by which the orthogonality will be destroyed between the sub-carriers and the Inter-Carrier Interference (ICI) will be generated. Considered that the colored noise is often studied in the dynamic data processing, an adaptive Unscented Kalman Filter (UKF) is presented to estimate and eliminate the frequency offset in this paper. Adaptive factors are introduced into the iteration of the state variance and the noise variance to inhibit the misalignment in the filtering caused by the correlation of the noise. The results of simulation show favorable estimation of the frequency offset, as well as the smoothing effect of the adaptive UKF, which is the evidence of the strong tracking effect of the proposed algorithm.

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670-674

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July 2013

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© 2013 Trans Tech Publications Ltd. All Rights Reserved

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[1] Taehyuk Kang, R. A. Iltis. Iterative Decoding, Offset and Channel Estimation for OFDM using the Unscented Kalman Filter. Conference Record of the Forty-First Asilomar Conference on Signals, Systems and Computers, pp.1728-1732 (November 2007).

DOI: 10.1109/acssc.2007.4487528

Google Scholar

[2] Zhe Li, Xiaomin Mu. A nonlinear distortion compensation algorithm combined with channel estimation in OFDM system. International Conference on Computational and Information Sciences, pp.813-816 (October 2011).

DOI: 10.1109/iccis.2011.46

Google Scholar

[3] T. Pollet, M. Van Bladel, and M. Moeneclaey. BER sensitivity of OFDM systems to carrier frequency offset and Wiener phase noise. IEEE Trans. Commun., vol. 43, pp.191-193 (1995).

DOI: 10.1109/26.380034

Google Scholar

[4] J. A. C. Bingham. Multicarrier Modulation for Data Transmission: an Idea Whose Time Has Come. IEEE Commun. Mag., vol. 28, pp.5-14 (May 1990).

DOI: 10.1109/35.54342

Google Scholar

[5] T. M. Schmidl, D. C. Cox. Robust frequency and timing synchronization for OFDM. IEEE Trans. Commun., vol. 45, pp.1613-1621 (December 1997).

DOI: 10.1109/26.650240

Google Scholar

[6] Liu Zheng, Fan Xiaoping, and Liu Shaoqiang. An Improved Fading Sigma-Point Filter with Residual Constraints for Nonlinear Systems. Microcomputer Isnformation, pp.181-183. (2009).

Google Scholar

[7] Ding Weidong, Wang Jinling, Rizos Chris. Improving Adaptive Kalman Estimation in GPS/INS Integration. Journal of Navigation, vol. 60, no. 3, pp.517-529 (2007).

DOI: 10.1017/s0373463307004316

Google Scholar