Title :
Multilayer perceptron equalizer for optical communication systems
Author :
de Sousa, Tiago F. B. ; Fernandes, Marcelo A. C.
Author_Institution :
Dept. of Comput. Eng. & Autom. - DCA, Fed. Univ. of Rio Grande do Norte - UFRN, Natal, Brazil
Abstract :
Optical fibers are now widely used in communication systems, mainly because they offer faster data transmission speeds, compared to any other type of digital communication system. Despite this great advantage, problems remain that prevent the full exploitation of optical connection: by increasing transmission rates over longer distances, the data is affected by nonlinear inter-symbol interference caused by dispersion phenomena in the fiber. Adaptive equalizers can be used to compensate for the effects caused by nonlinear channel responses, restoring the signal originally transmitted. The present work proposes a multilayer perceptron equalizer based on artificial neural networks. The technique was validated using a simulated optical channel, and was compared with other adaptive equalization techniques.
Keywords :
adaptive equalisers; intersymbol interference; multilayer perceptrons; optical fibre dispersion; optical fibre networks; adaptive equalization techniques; adaptive equalizers; artificial neural networks; data transmission speeds; digital communication system; dispersion phenomena; multilayer perceptron equalizer; nonlinear channel responses; nonlinear intersymbol interference; optical channel; optical communication systems; optical connection; optical fibers; signal restoration; transmission rates; Optical fiber communication; Optical fiber dispersion; Optical fibers; Optical receivers; Photonics; Chromatic Dispersion; Multilayer Perceptron; Neural Equalizer; Optical Communication; PMD;
Conference_Titel :
Microwave & Optoelectronics Conference (IMOC), 2013 SBMO/IEEE MTT-S International
Conference_Location :
Rio de Janeiro
DOI :
10.1109/IMOC.2013.6646479