Results 1 to 10 of about 1,807,617 (309)

Optical Labels Enabled Optical Performance Monitoring in WDM Systems

open access: yesPhotonics, 2022
Optical performance monitoring (OPM), particularly the optical power and optical signal-to-noise ratio (OSNR) of each wavelength channel, are of great importance and significance and need to be implemented to ensure stable and efficient operation ...
Tao Yang   +6 more
doaj   +2 more sources

Machine Learning Based Low-Cost Optical Performance Monitoring in Mode Division Multiplexed Optical Networks

open access: yesPhotonics, 2022
Real-time optical performance monitoring (OPM) is of the utmost importance in adaptive optical networks to enable awareness of channel conditions and to achieve high quality of service.
Waddah S. Saif   +4 more
doaj   +2 more sources

Multi-Task Learning Convolutional Neural Network and Optical Spectrums Enabled Optical Performance Monitoring

open access: yesIEEE Photonics Journal, 2022
We propose a simultaneous optical signal recognition (OSR) and optical signal-to-noise ratio (OSNR) monitoring method by using multi-task learning convolutional neural network (MTL-CNN) in conjunction with optical spectrums, which enables optical ...
Chenglong Yu   +5 more
doaj   +2 more sources

Machine Learning-Aided Optical Performance Monitoring Techniques: A Review

open access: yesFrontiers in Communications and Networks, 2022
Future communication systems are faced with increased demand for high capacity, dynamic bandwidth, reliability and heterogeneous traffic. To meet these requirements, networks have become more complex and thus require new design methods and monitoring ...
Dativa K. Tizikara   +2 more
doaj   +2 more sources

Intelligent optical performance monitor using multi-task learning based artificial neural network [PDF]

open access: yes, 2018
An intelligent optical performance monitor using multi-task learning based artificial neural network (MTL-ANN) is designed for simultaneous OSNR monitoring and modulation format identification (MFI). Signals' amplitude histograms (AHs) after constant module algorithm are selected as the input features for MTL-ANN.
Shu, * Liang   +5 more
arxiv   +3 more sources

Optical Wireless Performance Monitoring Using Asynchronous Amplitude Histograms

open access: yesIEEE Photonics Journal, 2021
Optical performance monitoring (OPM) aims to estimate the amount of distortion in optical networks. Its importance relies on building robust and efficient networks with self and dynamic diagnosis.
Maged Abdullah Esmail
doaj   +2 more sources

Optical performance monitoring at 640Gb/s via slow-light in a silicon nanowire [PDF]

open access: yesOptics Express Volume 18, issue (8) pages 7770-7781 (2010), 2015
We demonstrate optical performance monitoring of in-band optical signal to noise ratio (OSNR) and residual dispersion, at bit rates of 40Gb/s, 160Gb/s and 640Gb/s, using slow-light enhanced optical third harmonic generation (THG) in a compact (80 micron) dispersion engineered 2D silicon photonic crystal waveguide.
B. Corcoran   +8 more
arxiv   +3 more sources

Fast adaptation of multi-task meta-learning for optical performance monitoring.

open access: yesOptics Express, 2023
An algorithm is proposed for few-shot-learning (FSL) jointing modulation format identification (MFI) and optical signal-to-noise ratio (OSNR) estimation. The constellation diagrams of six widely-used modulation formats over a wide range of OSNR (10-40 dB)
Yu Zhang   +5 more
semanticscholar   +1 more source

Machine Learning-Based Optical Performance Monitoring for Super-Channel Optical Networks

open access: yesPhotonics, 2022
In this paper, and for the first time in literature, optical performance monitoring (OPM) of super-channel optical networks is considered. In particular, we propose a novel machine learning OPM technique based on the use of transformed in-phase ...
Waddah S. Saif   +5 more
doaj   +1 more source

Survey on Applications of Machine Learning in Low-Cost Non-Coherent Optical Systems: Potentials, Challenges, and Perspective

open access: yesPhotonics, 2023
Direct Detection (DD) optical performance monitoring (OPM), Modulation Format Identification (MFI), and Baud Rate Identification (BRI) are envisioned as crucial components of future-generation optical networks. They bring to optical nodes and receivers a
Muhammad Alrabeiah   +3 more
doaj   +1 more source

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