Prof Amir Hussain A.Hussain@napier.ac.uk
Professor
A new hybrid higher-order statistics (HOS) and second-order statistics (SOS) based approach to improve the performance of the standard Bussgang algorithm for blind equalisation of digital communication channels is presented. An additional term, based on SOS, has been added to the conventional cost function, and the Bayesian estimator has been replaced with an adaptive activation function. This is shown to give faster convergence by an order of magnitude, both in terms of epochs and the mean square error between input and output symbols at different signal-to-noise ratios (SNRs).
Hussain, A., Naveed, A., & Qureshi, I. (2005). Hybrid HOS-SOS approach for blind equalisation of communication channels. Electronics Letters, 41(6), 376-377. https://doi.org/10.1049/el%3A20057272
Journal Article Type | Article |
---|---|
Online Publication Date | Apr 18, 2005 |
Publication Date | Mar 17, 2005 |
Deposit Date | Oct 17, 2019 |
Journal | Electronics Letters |
Print ISSN | 0013-5194 |
Electronic ISSN | 1350-911X |
Publisher | Institution of Engineering and Technology (IET) |
Peer Reviewed | Peer Reviewed |
Volume | 41 |
Issue | 6 |
Pages | 376-377 |
DOI | https://doi.org/10.1049/el%3A20057272 |
Keywords | higher order statistics, statistical analysis, convergence of numerical methods, mean square error methods, blind equalisers, telecommunication channels, digital communication |
Public URL | http://researchrepository.napier.ac.uk/Output/1793665 |
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