VFF l 1 -norm penalised WL-RLS algorithm using DCD iterations for underwater acoustic communication

作者: Lu Liu , Youwen Zhang , Dajun Sun

DOI: 10.1049/IET-COM.2016.1012

关键词: Higher-order statisticsRecursive least squares filterPhase-shift keyingCoordinate descentSpeech recognitionMathematicsAdaptive filterAlgorithmUnderwater acoustic communicationIterative methodRate of convergence

摘要: Based on dichotomous coordinate descent (DCD) iterations and with the use of variable forgetting factor (VFF), a widely linear (WL) l1-norm recursive least squares (RLS) adaptive filtering algorithm is proposed for sparse underwater acoustic channelequalization. In WL-RLS VFF, WL model employed to exploit second order statistics non-circular signals VFF improve tracking ability RLS algorithms. DCD are incorporated in WL-RLS-DCD reduce computing complexity. Moreover, algorithms by direct decision feedback equalizer (DA-DFE). Numerical results indicate that compared conventional RLS, algorithms, achieve better performance terms convergence rate, mean square errorand symbol error ratein DA-DFE receiver. Experimental also show can promote receiver obtain time-varying communication system. Even though transmitted circular quadrature phase-shift keying (QPSK) through channel, still performance.

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