DocumentCode
747323
Title
Adaptive OFDM synchronization algorithms based on discrete stochastic approximation
Author
Krishnamurthy, Vikram ; Athaudage, Chandranath R N ; Huang, Dawei
Author_Institution
Dept. of Electr. & Comput. Eng., Univ. of British Columbia, Vancouver, BC, Canada
Volume
53
Issue
4
fYear
2005
fDate
4/1/2005 12:00:00 AM
Firstpage
1561
Lastpage
1574
Abstract
This paper presents discrete stochastic approximation algorithms (DSA) for time synchronization in orthogonal frequency division multiplexing (OFDM) systems. It is shown that the discrete stochastic approximation algorithms can be effectively used to achieve a significant reduction in computational complexity compared to brute force maximum-likelihood (ML) methods for OFDM synchronization. The most important property of the proposed algorithms is their recursive self-learning capability-most of the computational effort is spent at the global or a local optimizer of the objective function. The convergence of the algorithms is analyzed. An adaptive version of the discrete stochastic approximation algorithm is also presented for tracking time-varying time delays and frequency offsets in time-selective fading channels. Detailed numerical examples illustrate the performance gains of these DSA-based synchronization algorithms.
Keywords
OFDM modulation; adaptive modulation; approximation theory; computational complexity; convergence of numerical methods; delays; fading channels; maximum likelihood estimation; optimisation; stochastic processes; synchronisation; time-varying channels; adaptive OFDM synchronization algorithm; computational complexity; convergence; discrete stochastic approximation algorithm; maximum-likelihood method; orthogonal frequency division multiplexing; recursive self-learning capability; time synchronization; time-varying time delay; Algorithm design and analysis; Approximation algorithms; Computational complexity; Convergence; Delay effects; Fading; Frequency synchronization; OFDM; Stochastic processes; Stochastic systems; Computational efficiency; OFDM; discrete stochastic approximation; fading channels; frequency synchronization; time synchronization;
fLanguage
English
Journal_Title
Signal Processing, IEEE Transactions on
Publisher
ieee
ISSN
1053-587X
Type
jour
DOI
10.1109/TSP.2005.843710
Filename
1408204
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