Published December 9, 2021
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Reservoir Computing for Short-reach Optical Communication
Description
We reviewed two promising NN based equalizers for IM/DD transmission links:
1. Time delay Feedforward Neural Networks
• Trainable with backpropagation but with size growing linearly with the required memory
2. Reservoir computing
• Single ridge regression training but potentially more hardware demanding (high redundancy)
Both schemes showed good improvement especially in conjunction with a novel spectrally sliced receiver proposed
Simplified NN based equalizers are promising tools for extending the reach of IM/DD transmission systems
Notes
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Francesco_DaRos_public.pdf
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