Fiber Nonlinearity Equalizer Based on Support Vector Classification for Coherent Optical OFDM
A support vector machine (SVM)-based classification nonlinear equalizer (NLE) is demonstrated, for the first time, in coherent optical orthogonal frequency-division multiplexing (CO-OFDM). For a 40-Gb/s 16 quadrature amplitude modulated (16QAM) CO-OFDM system at 400 km of transmission, SVM-NLE reduc...
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| Format: | Article |
| Language: | English |
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IEEE
2016-01-01
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| Series: | IEEE Photonics Journal |
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| Online Access: | https://ieeexplore.ieee.org/document/7404238/ |
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| author | Tu Nguyen Sofien Mhatli Elias Giacoumidis Ludo Van Compernolle Marc Wuilpart Patrice Megret |
| author_facet | Tu Nguyen Sofien Mhatli Elias Giacoumidis Ludo Van Compernolle Marc Wuilpart Patrice Megret |
| author_sort | Tu Nguyen |
| collection | DOAJ |
| description | A support vector machine (SVM)-based classification nonlinear equalizer (NLE) is demonstrated, for the first time, in coherent optical orthogonal frequency-division multiplexing (CO-OFDM). For a 40-Gb/s 16 quadrature amplitude modulated (16QAM) CO-OFDM system at 400 km of transmission, SVM-NLE reduces the fiber-induced nonlinearity penalty by about 1 dB in comparison to the benchmark artificial-neural-network (ANN)-based and inverse-Volterra-series-transfer-function-based NLEs. |
| format | Article |
| id | doaj-art-2d07a528115d4a3794a65a71ed372968 |
| institution | Kabale University |
| issn | 1943-0655 |
| language | English |
| publishDate | 2016-01-01 |
| publisher | IEEE |
| record_format | Article |
| series | IEEE Photonics Journal |
| spelling | doaj-art-2d07a528115d4a3794a65a71ed3729682025-08-20T03:31:20ZengIEEEIEEE Photonics Journal1943-06552016-01-01821910.1109/JPHOT.2016.25288867404238Fiber Nonlinearity Equalizer Based on Support Vector Classification for Coherent Optical OFDMTu Nguyen0https://orcid.org/0000-0003-1683-5734Sofien Mhatli1Elias Giacoumidis2Ludo Van Compernolle3Marc Wuilpart4Patrice Megret5Fac. Polytech., Univ. de Mons, Mons, BelgiumSERCOM-Lab., EPT Univ. de Carthage, Tunis, TunisiaCentre for Ultrahigh bandwidth Devices for Opt. Syst., Univ. of Sydney, Sydney, NSW, AustraliaProximus SA, Brussels, BelgiumFac. Polytech., Univ. de Mons, Mons, BelgiumFac. Polytech., Univ. de Mons, Mons, BelgiumA support vector machine (SVM)-based classification nonlinear equalizer (NLE) is demonstrated, for the first time, in coherent optical orthogonal frequency-division multiplexing (CO-OFDM). For a 40-Gb/s 16 quadrature amplitude modulated (16QAM) CO-OFDM system at 400 km of transmission, SVM-NLE reduces the fiber-induced nonlinearity penalty by about 1 dB in comparison to the benchmark artificial-neural-network (ANN)-based and inverse-Volterra-series-transfer-function-based NLEs.https://ieeexplore.ieee.org/document/7404238/Support vector machinefiber nonlinearity equalizerartificial neural network |
| spellingShingle | Tu Nguyen Sofien Mhatli Elias Giacoumidis Ludo Van Compernolle Marc Wuilpart Patrice Megret Fiber Nonlinearity Equalizer Based on Support Vector Classification for Coherent Optical OFDM IEEE Photonics Journal Support vector machine fiber nonlinearity equalizer artificial neural network |
| title | Fiber Nonlinearity Equalizer Based on Support Vector Classification for Coherent Optical OFDM |
| title_full | Fiber Nonlinearity Equalizer Based on Support Vector Classification for Coherent Optical OFDM |
| title_fullStr | Fiber Nonlinearity Equalizer Based on Support Vector Classification for Coherent Optical OFDM |
| title_full_unstemmed | Fiber Nonlinearity Equalizer Based on Support Vector Classification for Coherent Optical OFDM |
| title_short | Fiber Nonlinearity Equalizer Based on Support Vector Classification for Coherent Optical OFDM |
| title_sort | fiber nonlinearity equalizer based on support vector classification for coherent optical ofdm |
| topic | Support vector machine fiber nonlinearity equalizer artificial neural network |
| url | https://ieeexplore.ieee.org/document/7404238/ |
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