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Ultra wideband OFDM channel estimation through a wavelet based EM-MAP algorithm
- Source :
- European Transactions on Telecommunications, European Transactions on Telecommunications, Wiley, 2008, 19 (7), pp.761-771. ⟨10.1002/ett.1324⟩
- Publication Year :
- 2008
- Publisher :
- Wiley, 2008.
-
Abstract
- International audience; Ultra wideband (UWB) communications involve very sparse channels, since the bandwidth increase results in a better time resolution. This property is used here to propose an efficient algorithm jointly estimating the channel and the transmitted symbols. More precisely, this paper introduces an expectation-maximisation (EM) algorithm within a wavelet domain Bayesian framework for semi-blind channel estimation of multiband orthogonal frequency-division multiplexing (MB-OFDM) based UWB communications. A prior distribution is chosen for the wavelet coefficients of the unknown channel impulse response (CIR) in order to model a sparseness property of the wavelet representation. This prior yields, in maximum a posteriori (MAP) estimation, a thresholding rule within the EM algorithm. We particularly focus on reducing the number of estimated parameters by iteratively discarding 'insignificant' wavelet coefficients from the estimation process. Simulation results using UWB channels issued from both models and measurements show that under sparsity conditions, the proposed algorithm outperforms pilot based channel estimation in terms of mean square error (MSE) and bit error rate (BER). Moreover, the estimation accuracy is improved, while the computational complexity is reduced, when compared to traditional semi-blind methods. Copyright © 2008 John Wiley & Sons, Ltd.
- Subjects :
- Méthode itérative
Estimation a posteriori
Computer science
Orthogonal frequency-division multiplexing
Cascade algorithm
Data_CODINGANDINFORMATIONTHEORY
02 engineering and technology
01 natural sciences
Evaluation performance
Résolution temporelle
[INFO.INFO-NI]Computer Science [cs]/Networking and Internet Architecture [cs.NI]
010104 statistics & probability
Wavelet
Statistics
Expectation–maximization algorithm
Loi a priori
0202 electrical engineering, electronic engineering, information engineering
Maximum a posteriori estimation
Estimation paramètre
0101 mathematics
Electrical and Electronic Engineering
Analyse signal
Multiplexage fréquence orthogonal
Difference-map algorithm
Traitement signal
Détection seuil
Ondelette
Computer Science::Information Theory
Ultra large bande
Transmission large bande
Estimation theory
020206 networking & telecommunications
Estimation canal
Estimation Bayes
Performance algorithme
Transmission information
Transformation ondelette
Rapport porteuse bruit
Algorithme EM
Identification aveugle
Bit error rate
Réponse impulsion
Algorithm
Simulation
Subjects
Details
- ISSN :
- 15418251 and 1124318X
- Volume :
- 19
- Database :
- OpenAIRE
- Journal :
- European Transactions on Telecommunications
- Accession number :
- edsair.doi.dedup.....4b1861e257ee1861738be9ef6b7ae5d1
- Full Text :
- https://doi.org/10.1002/ett.1324