Soft-Demapping for Short Reach Optical Communication: A Comparison of Deep Neural Networks and Volterra Series

2021 ◽  
pp. 1-1
Author(s):  
Maximilian Schaedler ◽  
Georg Boecherer ◽  
Stephan Pachnicke
Keyword(s):  
Neural Networks ◽  
Optical Communication ◽  
Deep Neural Networks ◽  
Volterra Series

Equalizing nonlinearities with memory effects: Volterra series vs. deep neural networks

2019 ◽  
Author(s):  
C. Bluemm ◽  
M. Schaedler ◽  
S. Calabrò ◽  
G. Charlet ◽  
Changsong Xie ◽  
...  
Keyword(s):  
Neural Networks ◽  
Deep Neural Networks ◽  
Volterra Series ◽  
Memory Effects ◽  
With Memory

Deep neural networks trained with heavier data augmentation learn features closer to representations in hIT

2018 ◽  
Author(s):  
Alex Hernández-García ◽  
Johannes Mehrer ◽  
Nikolaus Kriegeskorte ◽  
Peter König ◽  
Tim C. Kietzmann
Keyword(s):  
Neural Networks ◽  
Deep Neural Networks ◽  
Data Augmentation

Representation of adversarial images in deep neural networks and the human brain

2018 ◽  
Author(s):  
Chi Zhang ◽  
Xiaohan Duan ◽  
Ruyuan Zhang ◽  
Li Tong
Keyword(s):  
Neural Networks ◽  
Human Brain ◽  
Deep Neural Networks
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