FPGA Implementation of Power-Lite Volterra-Inspired Neural Network Equalizer in 100G PON
W Jiang, L Huang, Y Xu, W Hu… - Journal of Lightwave …, 2024 - ieeexplore.ieee.org
Electronic nonlinear equalization is a promising technology to compensate for signal
impairments in passive optical networks (PONs). However, the high complexity of nonlinear …
impairments in passive optical networks (PONs). However, the high complexity of nonlinear …
Combining Optical and Digital Compensation: Neural Network-Based Channel Equalisers in Dispersion-Managed Communications Systems
K Nurlybayeva, M Kamalian-Kopae… - Journal of Lightwave …, 2024 - ieeexplore.ieee.org
Machine learning methods, including artificial neural networks, used for mitigation of
nonlinear transmission impairments in ultra-long-haul and long-haul unmanaged fibre-optic …
nonlinear transmission impairments in ultra-long-haul and long-haul unmanaged fibre-optic …
Real-Time FPGA Demonstrator of ANN-Based Equalization for Optical Communications
In this work, we present a high-throughput field programmable gate array (FPGA)
demonstrator of an artificial neural network (ANN)-based equalizer. The equalization is …
demonstrator of an artificial neural network (ANN)-based equalizer. The equalization is …
Overfitting problem of ANN-and VSTF-based nonlinear equalizers trained on repeated random bit sequences
K Ikuta, J Nakamura, M Nakamura - IEICE Transactions on …, 2024 - search.ieice.org
In this paper, we investigated the overfitting characteristics of nonlinear equalizers based on
an artificial neural network (ANN) and the Volterra series transfer function (VSTF), which …
an artificial neural network (ANN) and the Volterra series transfer function (VSTF), which …