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A tutorial on machine learning for failure management in optical networks
Failure management plays a role of capital importance in optical networks to avoid service
disruptions and to satisfy customers' service level agreements. Machine learning (ML) …
disruptions and to satisfy customers' service level agreements. Machine learning (ML) …
Artificial intelligence-driven autonomous optical networks: 3S architecture and key technologies
In the optical networks, the dynamicity, the complexity and the heterogeneity have
dramatically increased owing to the deployment of advanced coherent techniques, and the …
dramatically increased owing to the deployment of advanced coherent techniques, and the …
Machine learning for optical network security monitoring: A practical perspective
In order to accomplish cost-efficient management of complex optical communication
networks, operators are seeking automation of network diagnosis and management by …
networks, operators are seeking automation of network diagnosis and management by …
Supervised and semi-supervised learning for failure identification in microwave networks
Automated failure-cause identification in communication networks allows operators to
reduce service unavailability. Once the most likely failure root-cause is identified …
reduce service unavailability. Once the most likely failure root-cause is identified …
OTN-over-WDM optimization in 5G networks: key challenges and innovation opportunities
The continued growth of both mobile broadband and fixed broadband subscriptions as well
as the added deployment of Internet of Things devices has led to making 5G networks a …
as the added deployment of Internet of Things devices has led to making 5G networks a …
Enhancing fiber security using a simple state of polarization analyzer and machine learning
The paper focuses on the security of fiber-optic cable infrastructures by detecting vibrations
using an optical state of polarization analyzer. The developed system can detect various …
using an optical state of polarization analyzer. The developed system can detect various …
Root cause analysis for autonomous optical network security management
The ongoing evolution of optical networks towards autonomous systems supporting high-
performance services beyond 5G requires advanced functionalities for automated security …
performance services beyond 5G requires advanced functionalities for automated security …
Spectrum anomaly detection for optical network monitoring using deep unsupervised learning
Accurate and efficient anomaly detection is a key enabler for the cognitive management of
optical networks, but traditional anomaly detection algorithms are computationally complex …
optical networks, but traditional anomaly detection algorithms are computationally complex …
Root cause analysis for autonomous optical networks: A physical layer security use case
To support secure and reliable operation of optical networks, we propose a framework for
autonomous anomaly detection, root cause analysis and visualization of the anomaly impact …
autonomous anomaly detection, root cause analysis and visualization of the anomaly impact …
Software Defined Optical Wireless Network with AI
Artificial intelligence (AI) is playing a crucial role in monitoring the behaviour of virtual
machines and applications within AT&T's Software Defined Network (SDN). By continuously …
machines and applications within AT&T's Software Defined Network (SDN). By continuously …