Advanced convolutional neural networks for nonlinearity mitigation in long-haul wdm transmission systems

HIGHLIGHTS

  • who: Oleg Sidelnikov and colleagues from the (UNIVERSITY) have published the research: Advanced Convolutional Neural Networks for Nonlinearity Mitigation in Long-Haul WDM Transmission Systems, in the Journal: (JOURNAL) of APRIL/15,/2021
  • what: The authors investigate the application of convolutional neural networks for compensating nonlinear signal distortions in a 3200 km fiber-optic 11x400-Gb/s WDM PDM-16QAM transmission link with a focus on the optimization of the corresponding algorithmic complexity. The authors propose a design that includes original initialisation of the weights of the layers by a filter predefined through the training . . .

     

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