[PDF][PDF] MENTOR Machine LEarning in optical NeTwORks A European Industrial Doctorate [EC GA 956713]
LZ Khan, AB Terki, MD UPC, AT ORA, ML ORA… - mentor.astonphotonics.uk
This deliverable focuses on the implementation of specific functionalities of the control plane
for multi-band optical networks. First, the open GNPy quality of transmission estimator tool is …
for multi-band optical networks. First, the open GNPy quality of transmission estimator tool is …
[PDF][PDF] MENTOR Machine LEarning in optical NeTwORks A European Industrial Doctorate [EC GA 956713]
M Devigili, L Velasco - mentor.astonphotonics.uk
We demonstrate a digital twin for failure detection in optical networks. Artificial neural
networks-based models for optical constellation analysis enable predicting the transmitted …
networks-based models for optical constellation analysis enable predicting the transmitted …
Autonomous Operations in Optical Networks
Machine Learning (ML) has already proven its benefits for network operation, being a sub-
domain of artificial intelligence, it is highly suitable for complex system representation. In this …
domain of artificial intelligence, it is highly suitable for complex system representation. In this …
Optimized management of ultra-wideband photonics switching systems assisted by machine learning
Recent years have seen an unprecedented growth of data traffic driven by a continuous
increase of connected devices and new applications. This trend will tend to saturate …
increase of connected devices and new applications. This trend will tend to saturate …
Optical Networks Automation Overview: A Survey
S Cruzes - Authorea Preprints, 2023 - techrxiv.org
Innovations in optical networks created new technological challenges as routing and
spectrum allocation (RSA) problem, fragmented spectrum, the need for rapid and efficient …
spectrum allocation (RSA) problem, fragmented spectrum, the need for rapid and efficient …
Artificial intelligence techniques to improve quality of transmission estimation in optical networks
R Ayassi - 2023 - theses.hal.science
Estimating lightpath Quality of Transmission (QoT) is crucial in network design and service
provisioning. Recent studies have turned to artificial intelligence (AI) techniques to improve …
provisioning. Recent studies have turned to artificial intelligence (AI) techniques to improve …
Fault management based on machine learning
Fault Management Based on Machine Learning Page 1 W3G.3.pdf OFC 2019 © OSA 2019
Fault Management Based on Machine Learning [Invited] Luis Velasco and Danish Rafique …
Fault Management Based on Machine Learning [Invited] Luis Velasco and Danish Rafique …
Coordination between control layer AI and on-board AI in optical transport networks
In optical transport networks, the urgent demand for control efficiency and intelligence has
become one of the most significant challenges for telecom operators. With the development …
become one of the most significant challenges for telecom operators. With the development …
Optical network automation [invited tutorial]
Increased levels of automation will be necessary in view of more stringent performance
requirements that next generation optical transport networks need to support in a near term …
requirements that next generation optical transport networks need to support in a near term …
Monitoring and Data Analytics for Optical Networking
Increased levels of automation will be necessary in view of more stringent performance
requirements that next generation optical transport networks need to support in a near term …
requirements that next generation optical transport networks need to support in a near term …