1,SOA pattern effect mitigation by neural network based pre-equalizer for 50G PON    

107 48 48 1 (regression) PAM4, learning rate: 0.0001, training symbols:5000, test symbols:5000

 

2. Machine Learning for 100 Gb/s/λ Passive Optical Network

51 128 128 8 (classification) PAM8, learning rate: -, training symbols:100000, test symbols:90000  cross validation:10000, dropout rate:0.2

 

3. Training data generation and validation for a neural network-based equalizer

simulation:201 128 128 2 NRZ

experiment:201 128 128 4 PAM4 training symbols:100000, test symbols:100000

 

4.

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