Transfer learning simplified multi-task deep neural network for PDM-64QAM optical performance monitoring

Cost-effective and data size–adaptive OPM at intermediated node using convolutional neural network-based image processor

(2019) Danshi Wang et al.   OPTICS EXPRESS

Joint OSNR and CD monitoring in digital coherent receiver using long short-term memory neural network

(2019) Chunxiao Wang et al.   OPTICS EXPRESS

Multi-task deep neural network (MT-DNN) enabled optical performance monitoring from directly detected PDM-QAM signals

(2019) Yijun Cheng et al.   OPTICS EXPRESS

Transfer learning assisted deep neural network for OSNR estimation

(2019) Le Xia et al.   OPTICS EXPRESS

Fast remodeling for nonlinear distortion mitigation based on transfer learning

(2019) Jing Zhang et al.   OPTICS LETTERS

Experimental Demonstration of Simultaneous Modulation Format/Symbol Rate Identification and Optical Performance Monitoring for Coherent Optical Systems

(2018) Latifa Guesmi et al.   JOURNAL OF LIGHTWAVE TECHNOLOGY

OSNR and nonlinear noise power estimation for optical fiber communication systems using LSTM based deep learning technique

(2018) Ziyi Wang et al.   OPTICS EXPRESS

Convolutional Neural Network-Based Optical Performance Monitoring for Optical Transport Networks

(2018) Takahito Tanimura et al.   Journal of Optical Communications and Networking

Machine Learning Techniques for Optical Performance Monitoring From Directly Detected PDM-QAM Signals

(2017) Jakob Thrane et al.   JOURNAL OF LIGHTWAVE TECHNOLOGY

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

(2017) Faisal Nadeem Khan et al.   OPTICS EXPRESS

Optical Performance Monitoring: A Review of Current and Future Technologies

(2016) Zhenhua Dong et al.   JOURNAL OF LIGHTWAVE TECHNOLOGY

Stokes Space-Based Optical Modulation Format Recognition for Digital Coherent Receivers

(2013) Robert Borkowski et al.   IEEE PHOTONICS TECHNOLOGY LETTERS

Elastic optical networking: a new dawn for the optical layer?

(2012) Ori Gerstel et al.   IEEE COMMUNICATIONS MAGAZINE

Modulation format identification in heterogeneous fiber-optic networks using artificial neural networks

(2012) Faisal Nadeem Khan et al.   OPTICS EXPRESS

A Survey on Transfer Learning

(2009) Sinno Jialin Pan et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING