DocumentCode :
1693696
Title :
FFT/DWT/DCT OFDM channel estimation using EM algorithm in the presence of chaotic interleaving
Author :
El-Hamid, Z.A. ; El-Henawy, A. ; El-Samie, Fathi Abd ; El-Shenawy, Hamed ; Samir, Moataz
Author_Institution :
Fac. of Eng., El-Shorouk Acad., Cairo, Egypt
fYear :
2012
Firstpage :
54
Lastpage :
60
Abstract :
This paper presents a new interleaving scheme for efficient data transmission with Orthogonal Frequency Division Multiplexing (OFDM) over fading channels. This approach is based on the chaotic Baker map. The binary data is interleaved with the proposed approach prior to the modulation step. In addition to improve the system performance in fading channel, the proposed chaotic interleaving approach adds a degree of encryption to the transmitted data. The performance of the proposed approach is tested on the conventional Fast Fourier Transform OFDM (FFT-OFDM), Discrete Wavelet Transform OFDM (DWT-OFDM), and Discrete Cosine Transform OFDM (DCT-OFDM) with and without chaotic interleaving. Expectation-Maximization (EM) algorithm is also proposed to efficiently estimate the channel impulse response (CIR) of such a system operating on a channel with multipath fading. Starting from the Maximum Likelihood (ML) principle, we derive an iterative estimation algorithm based on the (EM) algorithm. This algorithm is capable of improving the channel estimate. In the initialization phase of this iterative algorithm, the initial channel estimate is based on the observation of the pilot carriers only. Then the EM algorithm updates the channel estimates until convergence is reached, the resulting bit error rate essentially coincides with the case of the perfectly known channel. By simulations, the efficiency of these algorithms can be investigated with simulation and the results of estimation will come to a comparison.
Keywords :
OFDM modulation; channel estimation; discrete cosine transforms; discrete wavelet transforms; error statistics; expectation-maximisation algorithm; fading channels; fast Fourier transforms; multipath channels; EM algorithm; FFT-DWT-DCT OFDM channel estimation; bit error rate; channel impulse response; chaotic Baker map; chaotic interleaving; data transmission; discrete cosine transform; discrete wavelet transform; encryption; expectation-maximization algorithm; fading channels; fast Fourier transform; iterative estimation; maximum likelihood principle; multipath fading; orthogonal frequency division multiplexing; DCT; DWT; EM; OFDM; chaotic interleaving;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computer Engineering Conference (ICENCO), 2012 8th International
Conference_Location :
Cairo
Print_ISBN :
978-1-4673-5565-0
Type :
conf
DOI :
10.1109/ICENCO.2012.6487090
Filename :
6487090
Link To Document :
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