IEICE Communications Express · 2019 · 13 citations · 8 references
EngineeringComputer ScienceElectrical EngineeringOpticsOptoelectronicsPhotonicsFiber OpticsNonlinear OpticsOptical Communication SystemsOptical FibersOptical ModulationOptical Signal ProcessingBit Error RateBit-error Rate AnalysisDemodulationEigenvalue ComputationKerr EffectKerr NonlinearityNonlinearityOptical Neural Networks
Eigenvalue communication is a promising technology that can overcome capacity limitations caused by the Kerr nonlinearity in optical fibers. In this letter, we propose an artificial neural network-based demodulation method for optical eigenvalue-modulated signals using on-off encoding. The proposed method has a power margin improvement of 9.2 dB at the bit error rate of 3.8 × 10−3 compared with the conventional inverse scattering transform-based demodulation method in numerical simulations.
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Adam: A Method for Stochastic Optimization
Diederik P. Kingma, Jimmy Ba · UvA-DARE (University of Amsterdam) · 2014 · 84.8K citations · Full text
Akira Hasegawa, T. Nyu · Journal of Lightwave Technology · 1993 · 251 citations