Enhanced Recurrent Neural Network Equalization based on Hidden Feature Extraction Learning for Optical Interconnect.

Chuanchuan Yang,Yunfeng Gao,Jiaxing Wang,Hongbin Li,Constance J. Chang-Hasnain

Optical Fiber Communications Conference and Exhibition（2024）

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摘要

We propose a hidden feature extraction learning method for RNN equalization to improve training efficiency without increasing computational burden. Superior BER is demonstrated in 288 Gb/s 100 m VCSEL-MMF interconnect compared with black-box training strategy.

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关键词

Neural Network,Recurrent Neural Network,Optical Interconnects,Hidden Feature Extraction,Bit Error Rate,Activation Function,Deep Neural Network,Dimensionality Reduction,Signal Detection,Hidden Layer,Direct Detection,Optical Signal,Digital Signal Processing,Forward Error Correction,Digital Oscilloscope,Arbitrary Waveform Generator,Nonlinear Distortion,Inter-symbol Interference

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