Machine learning applications for short reach optical communication
With the rapid development of optical communication systems, more advanced techniques
conventionally used in long-haul transmissions have gradually entered systems covering …
conventionally used in long-haul transmissions have gradually entered systems covering …
Machine learning techniques for quality of transmission estimation in optical networks
Y Pointurier - Journal of Optical Communications and …, 2021 - ieeexplore.ieee.org
The estimation of the quality of transmission (QoT) in optical systems with machine learning
(ML) has recently been the focus of a large body of research. We discuss the sources of …
(ML) has recently been the focus of a large body of research. We discuss the sources of …
Machine-learning-based telemetry for monitoring long-haul optical transmission impairments: methodologies and challenges
Current management of optical communication systems is conservative, manual-based, and
time-consuming. To improve this situation, building an intelligent closed-loop control system …
time-consuming. To improve this situation, building an intelligent closed-loop control system …
Multi-parameter optical performance monitoring based on single-channel convolutional neural network
Z Shen, X Zeng, J Wang, J Liu, J Lu, J Ma… - Optical Fiber …, 2023 - Elsevier
For the first time, a combination of grayscale maps and single-channel convolutional neural
networks (CNN) is used in the direct detection optical performance monitoring (OPM) …
networks (CNN) is used in the direct detection optical performance monitoring (OPM) …
Joint modulation format recognition and optical performance monitoring for efficient fiber-optic communication links using ensemble deep transfer learning
We propose an ensemble deep transfer learning (EDTL) method, which is a more refined
multilayer feature extraction achieved by aggregating the convolutional layers of pretrained …
multilayer feature extraction achieved by aggregating the convolutional layers of pretrained …
Intelligent optical performance monitoring based on intensity and differential-phase features for digital coherent receivers
An intelligent optical performance monitoring scheme for simultaneous modulation format
identification (MFI) and optical signal-to-noise ratio (OSNR) monitoring is proposed and …
identification (MFI) and optical signal-to-noise ratio (OSNR) monitoring is proposed and …
Blind modulation format identification based on improved PSO clustering in a 2D Stokes plane
R Zhao, W Sun, H Xu, C Bai, X Tang, Z Wang… - Applied Optics, 2021 - opg.optica.org
Blind modulation format identification (MFI) is indispensable for correct signal demodulation
and optical performance monitoring in future elastic optical networks (EON). Existing MFI …
and optical performance monitoring in future elastic optical networks (EON). Existing MFI …
Simultaneous baud rate/modulation format identification and multi-parameter optical performance monitoring using multi-task learning with enhanced picture of Radon …
T Zhou, H Xu, C Bai, L Yang, W Sun, X Yu, P Ge… - Optical Fiber …, 2022 - Elsevier
We propose a simultaneous baud rate identification (BRI), modulation format identification
(MFI) and multi-parameter optical performance monitoring (OPM) scheme for elastic optical …
(MFI) and multi-parameter optical performance monitoring (OPM) scheme for elastic optical …
Constellation-based identification of linear and nonlinear OSNR using machine learning: a study of link-agnostic performance
We demonstrate accurate estimation of generalized optical signal to noise ratio (GOSNR) for
wavelength division multiplexed fiber communication systems using an experimentally …
wavelength division multiplexed fiber communication systems using an experimentally …
Blind and low-complexity modulation format identification based on signal envelope flatness for autonomous digital coherent receivers
X Jiang, M Hao, L Yan, L Jiang, X **ong - Applied Optics, 2022 - opg.optica.org
Modulation format identification (MFI) is a critical technology for autonomous digital coherent
receivers in next-generation elastic optical networks. A novel and simple MFI scheme, to the …
receivers in next-generation elastic optical networks. A novel and simple MFI scheme, to the …