scholarly journals Joint OSNR monitoring and modulation format identification in digital coherent receivers using deep neural networks

2017 ◽  
Vol 25 (15) ◽  
pp. 17767 ◽  
Author(s):  
Faisal Nadeem Khan ◽  
Kangping Zhong ◽  
Xian Zhou ◽  
Waled Hussein Al-Arashi ◽  
Changyuan Yu ◽  
...  
Keyword(s):  
Neural Networks ◽  
Deep Neural Networks ◽  
Modulation Format ◽  
Coherent Receivers

Joint Modulation Format, Bit-Rate and OSNR Identification Using Cascaded Deep Neural Networks

2018 ◽  
Author(s):  
Yuanxiang Chen ◽  
Yongtao Huang ◽  
Kaile Li ◽  
Yitong Li ◽  
Jianguo Yu
Keyword(s):  
Neural Networks ◽  
Deep Neural Networks ◽  
Bit Rate ◽  
Modulation Format

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

Semi-Orthogonal Low-Rank Matrix Factorization for Deep Neural Networks

2018 ◽  
Author(s):  
Daniel Povey ◽  
Gaofeng Cheng ◽  
Yiming Wang ◽  
Ke Li ◽  
Hainan Xu ◽  
...  
Keyword(s):  
Neural Networks ◽  
Matrix Factorization ◽  
Deep Neural Networks ◽  
Low Rank ◽  
Rank Matrix ◽  
Low Rank Matrix
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