26th Optoelectronics and Communications Conference · 2021 · 13 citations · 5 references
ComputingComputer ScienceSystems EngineeringMachine LearningMaintenance EngineeringStatistical LearningFailure AnalysisFailure DetectionFault DetectionFault ManagementPredictive MaintenanceProbabilistic Machine LearningEarly Failure DetectionFailure DiagnosisFailure PredictionFault Detection Using Machine LearningMachine Learning DiagnosticsMachine Learning For Fault DetectionMachine Learning-based Fault DiagnosisMachine Learning-based Monitoring
We review applications of machine learning (ML) in optical layer failure management, including alarm analysis, failure prediction, failure detection, failure diagnosis, and failure location driven by various algorithms from ML communities.
5
Comprehensive Eye Diagram Analysis: A Transfer Learning Approach
Danshi Wang, Yilan Xu, Jianqiang Li et al. · IEEE photonics journal · 2019 · 29 citations · Full text
Dealing With Alarms in Optical Networks Using an Intelligent System
Danshi Wang, Liqi Lou, Min Zhang et al. · IEEE Access · 2019 · 22 citations · Full text