Title :
Performance modeling of optical transmission systems through pearson fitting and multicanonical Monte-Carlo simulations
Author :
Gerardi, Luca ; Secondini, Marco ; Forestieri, Enrico ; Gelenbe, Erol
Author_Institution :
CEIICP, Scuola Superiore Sant´´Anna, Pisa, Italy
Abstract :
In this paper we propose and compare two different methods, based either on multicanonical Monte-Carlo (MMC) simulations or Pearson fitting, for performance evaluation of realistic wavelength-division-multiplexed (WDM) optical transmission systems. Both methods are able to account for linear and nonlinear propagation effects, and can be applied to any modulation format. As regards MMC, we estimate the distribution of the received sample, accounting for noise, inter-symbol interference (ISI) and inter-channel nonlinearities, by adopting a combined noise and pattern perturbation method. As an alternative to simulations, Gaussian or chi-square fitting techniques have been proposed in the literature. Anyway, none of them is able to provide accurate performance estimation for both on-off keying (OOK) and differential (quadrature) phase-shift keying (D(Q)PSK) modulations. In this work we show that the pdf of the received sample is well approximated by Pearson distributions in all the above-mentioned cases. Pearson distributions are completely determined by their first four moments, which can be estimated by standard Monte Carlo (MC) simulations with less computational burden than typically needed by the MMC method. Finally, for each modulation format, we assess the accuracy of the various fitting techniques by comparing the fitted distributions with those obtained by either MMC simulations in the nonlinear propagation regime, or exact analytical methods in the linear propagation regime.
Keywords :
Gaussian processes; Monte Carlo methods; differential phase shift keying; estimation theory; intersymbol interference; optical communication; performance evaluation; perturbation techniques; quadrature phase shift keying; statistical distributions; wavelength division multiplexing; D(Q)PSK modulations; Gaussian techniques; Monte Carlo simulations; Pearson distributions; Pearson fitting; WDM optical transmission systems; chi-square fitting techniques; differential quadrature phase-shift keying; inter-channel nonlinearity; inter-symbol interference; modulation format; multicanonical Monte-Carlo simulations; noise perturbation method; nonlinear propagation effects; nonlinear propagation regime; on-off keying; pattern perturbation method; performance estimation; performance evaluation; performance modeling; realistic wavelength-division-multiplexed optical transmission systems; Computational modeling; Interchannel interference; Intersymbol interference; Nonlinear optics; Optical modulation; Optical noise; Optical propagation; Perturbation methods; Phase estimation; Wavelength division multiplexing; Monte Carlo methods; Pattern Perturbation Method; Pearson distributions; Q-factor; chi-square distributions; communication system performance; multicanonical Monte Carlo (MMC) simulations;
Conference_Titel :
Optical Network Design and Modeling (ONDM), 2010 14th Conference on
Conference_Location :
Kyoto
Print_ISBN :
978-1-4244-5973-5
Electronic_ISBN :
978-3-901882-40-1
DOI :
10.1109/ONDM.2010.5431562