We experimentally demonstrate the use of a feed-forward photonic neural network (PNN) for chromatic dispersion compensation in fiber transmission within IM-DD protocols. The PNN device is constituted by an 8-channel all-optical delayed complex perceptron integrated on a Silicon-On-Insulator platform. The PNN device is inserted after the transmitter and before the fiber, thus acting as a pre-compensator. The training is performed via a Particle Swarm Optimizer and aims to provide an open eye diagram at the end-of-line receiver. We observe a 5-order of magnitude Bit Error Rate reduction for -7 dBm of power at the receiver between bare and equalized transmission for 10 Gbps Non-Return-to-Zero signals in a 125 km fiber link (average excess loss of 15 dB). We also perform a study on the minimum number of channels in the PNN needed for full equalization. Overall, the experimental results validate our solution for channel equalization via a PNN with negligible latency and a power consumption ...
Chromatic dispersion compensation via an all-optical perceptron / Staffoli, Emiliano; Maddinelli, Gianpietro; Mancinelli, Mattia; Bettotti, Paolo; Pavesi, Lorenzo. - 12894:(2024). ( Next-Generation Optical Communication: Components, Sub-Systems, and Systems XIII 2024 San Francisco, California, United States 27th January - 1st February 2024) [10.1117/12.2692979].
Chromatic dispersion compensation via an all-optical perceptron
Staffoli, Emiliano;Maddinelli, Gianpietro;Mancinelli, Mattia;Bettotti, Paolo;Pavesi, Lorenzo
2024-01-01
Abstract
We experimentally demonstrate the use of a feed-forward photonic neural network (PNN) for chromatic dispersion compensation in fiber transmission within IM-DD protocols. The PNN device is constituted by an 8-channel all-optical delayed complex perceptron integrated on a Silicon-On-Insulator platform. The PNN device is inserted after the transmitter and before the fiber, thus acting as a pre-compensator. The training is performed via a Particle Swarm Optimizer and aims to provide an open eye diagram at the end-of-line receiver. We observe a 5-order of magnitude Bit Error Rate reduction for -7 dBm of power at the receiver between bare and equalized transmission for 10 Gbps Non-Return-to-Zero signals in a 125 km fiber link (average excess loss of 15 dB). We also perform a study on the minimum number of channels in the PNN needed for full equalization. Overall, the experimental results validate our solution for channel equalization via a PNN with negligible latency and a power consumption ...| File | Dimensione | Formato | |
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