摘要

This paper aims at dealing with the issue of adaptive equalization for Rayleigh multipath fading channel. A classification-based adaptive decision feedback equalizer (DFE) using recursive least squares (RLS) algorithm is proposed in this paper. Unlike the standard DFE, the classification-based DFE considers the decision device of the DFE as a classifier from the point of view of classification. Given the superior performance of the support vector machine (SVM) classification algorithm, we use an SVM classifier as the decision device of the DFE to improve the accuracy of signal decision. Also the performance of the SVM-based DFE is compared with that of the standard DFE using adaptive RLS algorithm. The simulation results illustrate that the SVM DFE could achieve much lower bit error rate (BER) at the receiver in Rayleigh multipath fading channel than the standard DFE using adaptive RLS algorithm.

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