An Overlapped-Dense LSTM Neural Network for Nonlinear Optical Fiber Transmissions
- Resource Type
- Conference
- Authors
- Hu, Xubin; Yi, Xingwen; Chen, Yifan; Sun, Wei
- Source
- 2023 21st International Conference on Optical Communications and Networks (ICOCN) Optical Communications and Networks (ICOCN), 2023 21st International Conference on. :1-3 Jul, 2023
- Subject
- Communication, Networking and Broadcast Technologies
Fields, Waves and Electromagnetics
Photonics and Electrooptics
Signal Processing and Analysis
Optical fibers
Q-factor
Integrated optics
Neural networks
Wavelength division multiplexing
Numerical simulation
Optical network units
Fiber nonlinearity compensation
long short-term memory network
coherent optical transmission
- Language
- ISSN
- 2771-3059
We propose an overlapped dense long short-term memory network (OD-LSTM) that consumes different hidden units at different time steps. We use it for effective fiber nonlinearity compensation with a lower complexity.