Sensors · 2023 · 15 citations · 36 references
ComputingComputer ScienceComputer VisionMachine LearningStatistical LearningCondition MonitoringDigital Signal ProcessingFault DetectionFiber OpticsOptical FibersPattern RecognitionConvolutional Neural NetworksEvent ClassificationFiber-optic MonitoringInfrastructure MonitoringMonitoring WellsTelecommunication InfrastructureTime-domain ReflectometryUrban Network Structure
The paper presents the application of a phase-sensitive optical time-domain reflectometer (phi-OTDR) in the field of urban infrastructure monitoring. In particular, the branched structure of the urban network of telecommunication wells. The encountered tasks and difficulties are described. The possibilities of usage are substantiated, and the numerical values of the event quality classification algorithms applied to experimental data are calculated using machine learning methods. Among the considered methods, the best results were shown by convolutional neural networks, with a probability of correct classification as high as 98.55%.
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Leo Breiman · Machine Learning · 2001 · 126.2K citations · Full text
Scikit-learn: Machine Learning in Python
Fabián Pedregosa, Gaël Varoquaux, Alexandre Gramfort et al. · arXiv (Cornell University) · 2012 · 63.7K citations · Full text
Laurens van der Maaten, Geoffrey E. Hinton · Journal of Machine Learning Research · 2008 · 35.7K citations
On Information and Sufficiency
S. Kullback, R. A. Leibler · The Annals of Mathematical Statistics · 1951 · 20K citations · Full text