DocumentCode
552302
Title
Fiber nonlinearity compensation using extreme learning machine for DSP-based coherent communication systems
Author
Shen, Thomas Shun Rong ; Lau, Alan Pak Tao
Author_Institution
Photonics Res. Center, Hong Kong Polytech. Univ., Hong Kong, China
fYear
2011
fDate
4-8 July 2011
Firstpage
816
Lastpage
817
Abstract
Extreme learning machine (ELM) is proposed for compensation of impairments caused by fiber nonlinearity in coherent optical communication systems. Simulations show comparable compensation results to backpropagation (BP) while the computation complexity is significantly reduced.
Keywords
backpropagation; computational complexity; light coherence; nonlinear optics; optical fibre communication; telecommunication computing; DSP-based coherent communication systems; coherent optical communication systems; computation complexity; extreme learning machine; fiber nonlinearity compensation; Machine learning; Optical fiber dispersion; Optical fiber networks; Optical fiber polarization; Q factor;
fLanguage
English
Publisher
ieee
Conference_Titel
Opto-Electronics and Communications Conference (OECC), 2011 16th
Conference_Location
Kaohsiung
Print_ISBN
978-1-61284-288-2
Electronic_ISBN
978-986-02-8974-9
Type
conf
Filename
6015387
Link To Document