DocumentCode :
1507083
Title :
Turbo equalization for doubly-selective fading channels using nonlinear kalman filtering and basis expansion models
Author :
Kim, Hyosung ; Tugnait, Jitendra K.
Author_Institution :
Dept. of Electr. & Comput. Eng., Auburn Univ., Auburn, AL, USA
Volume :
9
Issue :
6
fYear :
2010
fDate :
6/1/2010 12:00:00 AM
Firstpage :
2076
Lastpage :
2087
Abstract :
We present a turbo (iterative) equalization receiver with fixed-lag nonlinear Kalman filtering for coded data transmission over doubly-selective channels. The proposed receiver exploits the complex exponential basis expansion model (CEBEM) for the overall channel variations, and an autoregressive (AR) model for the BEM coefficients. We extend an existing turbo equalization approach based on symbol-wise AR modeling of channels to channels based on BEM´s. In the receiver an adaptive equalizer using nonlinear Kalman filters with delay is coupled with a soft-input soft-output (SISO) decoder to iteratively perform equalization and decoding. The adaptive equalizer jointly optimizes the estimates of the BEM coefficients and data symbols, thereby automatically accounting for correlation between data symbols and channel tap gains. An extrinsic information transfer (EXIT) chart analysis of the proposed approach is also presented. Simulation examples demonstrate that our CE-BEM-based approach significantly outperforms the existing symbol-wise AR model-based turbo equalizer.
Keywords :
adaptive Kalman filters; adaptive equalisers; autoregressive processes; channel estimation; fading channels; iterative decoding; turbo codes; BEM coefficients; adaptive equalizer; autoregressive model; coded data transmission; complex exponential basis expansion model; doubly-selective fading channels; extrinsic information transfer chart analysis; fixed-lag nonlinear Kalman filtering; soft-input soft-output decoder; symbol-wise AR modeling; turbo equalization; Adaptive equalizers; Channel estimation; Fading; Filtering; Intersymbol interference; Iterative decoding; Iterative methods; Kalman filters; Maximum likelihood decoding; Time-varying channels; Basis expansion models, doubly-selective channels, turbo equalization, extended Kalman filter, channel estimation iterative decoding;
fLanguage :
English
Journal_Title :
Wireless Communications, IEEE Transactions on
Publisher :
ieee
ISSN :
1536-1276
Type :
jour
DOI :
10.1109/TWC.2010.06.090920
Filename :
5475351
Link To Document :
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