DocumentCode :
2539932
Title :
Numerical investigation of low level OSNR estimation based on gaussian fitting and non-linear least squares on AAH in noisy optical communication links
Author :
Castro, C.H. ; Peluffo O, D.H. ; Díaz, Oscar Marino ; Guerrero, N.G.
fYear :
2012
fDate :
16-18 May 2012
Firstpage :
1
Lastpage :
6
Abstract :
An extended digital estimation approach of optical signal to noise ratio (OSNR) based on statistical analysis of asynchronous amplitude histograms (AAH) of the received optical signal is presented and numerically investigated. Accurate OSNR estimation on highly noisy optical transmission link is achieved. Furthermore, the proposed OSNR estimation approach may be digitally adjusted to any Cartesian modulation format such as multilevel phase shift keying and quadrature amplitude modulated optical signals without degrading estimation accuracy. The OSNR estimation methodology is based on kernel density estimation with Gaussian kernels and non-linear least-squares regression (NLLS). Heuristic searches are no longer needed and the process becomes more reliable and robust. Reported results show accurate OSNR estimation with less than 15% error estimation on the simulated OSNR value for different signal modulation formats, exhibiting a more confident estimation system, with comparable results among formats because of the statistical nature histogram instead of the regular counting bins histogram.
Keywords :
Gaussian processes; least squares approximations; optical communication; quadrature amplitude modulation; statistical analysis; AAH; Cartesian modulation format; Gaussian fitting; Gaussian kernels; Heuristic searches; NLLS; asynchronous amplitude histograms; estimation accuracy; estimation system; kernel density estimation; low level OSNR estimation; multilevel phase shift keying; noisy optical communication links; nonlinear least squares; nonlinear least-squares regression; numerical investigation; optical signal to noise ratio; quadrature amplitude modulated optical signals; signal modulation formats; statistical analysis; statistical nature histogram; Adaptive optics; Estimation; Histograms; Nonlinear optics; Optical noise; Signal to noise ratio; Standards; Asynchronous amplitude histograms(AAH); gaussian fitting; non-linear least squares(NLLS); optical performance monitoring systems(OPMS); optical signal to noise ratio(OSNR);
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Communications Conference (COLCOM), 2012 IEEE Colombian
Conference_Location :
Cali
Print_ISBN :
978-1-4673-1267-7
Type :
conf
DOI :
10.1109/ColComCon.2012.6233657
Filename :
6233657
Link To Document :
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