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Title: Support Vector Machines for Coherent OFDM Demodulation
Author(s): Fernández-Getino García, María Julia
Rojo-Álvarez, José Luis
Alonso-Atienza, Felipe
Martínez-Ramón, Manel
Publisher: IEEE
Issued date: Jul-2006
Citation: M. J. Fernández-Getino-García, J. L. Rojo-Álvarez, F. Alonso-Atienza, M. Martínez-Ramón, "Support vector machines for robust channel estimation in OFDM", IEEE Signal Processing Letters, Vol. 13, No 7, pp. 397 - 400, July 2006
URI: http://hdl.handle.net/10016/11652
ISSN: 1070-9908
DOI: http://dx.doi.org/10.1109/LSP.2006.871862
Abstract: A new support vector machine (SVM) algorithm for coherent robust demodulation in orthogonal frequency-division multiplexing (OFDM) systems is proposed. We present a complex regression SVM formulation specifically adapted to a pilots-based OFDM signal. This novel proposal provides a simpler scheme than an SVM classification method. The feasibility of our approach is substantiated by computer simulation results obtained for IEEE 802.16 broadband fixed wireless channel models. These experiments allow to scrutinize the performance of the OFDM-SVM system and the suitability of the epsiv-Huber cost function, in the presence of non-Gaussian impulse noise interfering with OFDM pilot symbols
Publisher version: http://dx.doi.org/10.1109/LSP.2006.871862
Keywords: Channel estimation
Orthogonal frequency-division multiplexing (OFDM)
Support vector machine (SVM)
Rights: © IEEE
Appears in Collections:DTSC - G2PI - Artículos de Revistas

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