Publication | Closed Access
Detecting failure of antenna array elements using machine learning optimization
34
Citations
7
References
2007
Year
Unknown Venue
EngineeringMachine LearningDiagnosisFault ForecastingSmart AntennaField IntensityMulti-class SvcSupport Vector MachineData SciencePattern RecognitionFailed ElementsSystems EngineeringFailure DetectionAntennaStructural Health MonitoringComputer EngineeringComputer ScienceMachine Learning OptimizationSignal ProcessingArray ProcessingClassifier SystemFault DetectionFailure Prediction
A Multi-class Support Vector Classifier (SVC) is proposed for planar array failure diagnosis. Extracted feature information from the far field intensity of the array is used to train and test the multi-class SVC, so one can detect the location of failed elements in an array and also the level of failure.
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