Equalization of the non-linear 60 GHz channel: comparison of reservoir computing to traditional approach
| Autor: | Bauduin, Marc, Deleu, Thibault, Duport, Francois, De Doncker, Philippe, Massar, Serge, Horlin, François |
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| Jazyk: | angličtina |
| Rok vydání: | 2013 |
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| Zdroj: | Proc. of the 34th WIC Symposium on Information Theory in the Benelux and the 3rd Joint WIC/IEEE Symposium on Information Theory and Signal Processing in the Benelux, WIC |
| Popis: | The non linearities in a communication channel can severely affect the communicationquality. These problems are encountered in many communication systems. Because of the highcomplexity of their power amplifiers, which have a severe non-linear behaviour, combined withan important pathloss, which imposes an important output power, the 60 GHz communicationsare strongly affected by these non-linearities. Taking these non-linearities into account in channelequalization can increase the communication performances and enable us to work near the saturationpoint of the amplifier. This paper presents the reservoir computer as a new approach for theequalization of a non-linear communication channels in the case of the 60 GHz communications.We compare the performances and the complexity of the reservoir computer algorithm with aniterative maximum likelihood (ML) equalizer. We find that the reservoir computer is an interestinglow complexity solution for this task. info:eu-repo/semantics/published |
| Databáze: | OpenAIRE |
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