A novel support vector machine robust model based electrical equaliser for coherent optical orthogonal frequency division multiplexing systems. Issue 7 (13th April 2017)

• Record Type: Journal Article
• Authors: Mhatli, Sofien; Mrabet, Hichem; Dayoub, Iyad; Giacoumidis, Elias
• Is Part Of: IET communications. Volume 11:Issue 7(2017)
• Page Start: 1091
• Page End: 1096
• Publication Date: 2017-04-13
• Subjects: support vector machines -- OFDM modulation -- telecommunication computing -- equalisers -- optical communication -- neural nets -- error statistics; support vector machine robust model -- electrical equaliser -- coherent optical orthogonal frequency division multiplexing systems -- artificial neural networks non‐linear equaliser -- Wiener–Hammerstein non‐linear equaliser -- Volterra nonlinear equaliser -- support vector machine nonlinear equaliser -- optical communications -- nonlinear effects -- CO‐OFDM data structure -- SVM‐NLE -- bit‐error rate -- Volterra‐NLE -- optical signal‐to‐noise ratio -- single mode fibre channel -- quadrature amplitude modulation -- Volterra series transfer function nonlinear equaliser; Telecommunication systems -- Periodicals; Speech processing systems -- Periodicals; 621.38205
• DOI: 10.1049/iet-com.2016.1115
• Languages: English
• ISSNs: 1751-8628

Abstract

Abstract : Classifiers, such as artificial neural networks non‐linear equaliser (ANN‐NLE), Wiener–Hammerstein non‐linear equaliser, Volterra non‐linear equaliser (Volterra‐NLE) and support vector machine non‐linear equaliser (SVM‐NLE), can play a significant role in compensating non‐linear imperfections in the optical communications context. Using classifiers to mitigate the non‐linear effects in coherent optical orthogonal frequency division multiplexing (CO‐OFDM) systems is an interesting idea to be investigated. In this study, a novel support vector machine robust version, specifically adapted to a 100 Gb/s CO‐OFDM data structure for long haul distance, is proposed. Firstly, the authors demonstrate that SVM‐NLE upgrades the system performance by about 10 −1 in terms of bit‐error rate compared to Volterra‐NLE at optical signal‐to‐noise ratio equal to 14 dB. Then, they show that it can double the transmission distance up to 1600 km over single mode fibre channel. Furthermore, a performance comparison is performed using 16 quadrature amplitude modulation and 40 Gb/s bit rate for SVM‐NLE, ANN‐NLE and inverse Volterra series transfer function non‐linear equaliser, respectively.