Smart Materials and Structures · 2001 · 118 citations · 6 references
ComputingComputer ScienceMachine LearningStatistical LearningStructural EngineeringClassificationDamage AssessmentFault DetectionPattern RecognitionStructural Health MonitoringSupport Vector MachinesBearing Fault DiagnosisBearingsDamage IdentificationFault ClassificationStructural Damage IdentificationSupport Vector ClassificationSupport Vector Machine ClassificationSupport Vector Regression
Support vector machines have recently been established as a powerful tool for classification and regression problems. Their use in the field of damage identification is illustrated here with reference to two problems which can be naturally cast in terms of classification. The first is a fault classification problem for ball bearings and the second looks at locating damage within a framework structure. The performance is compared to more established means of engineering pattern recognition.
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Introduction to applied mathematics.
Mathematics and Computers in Simulation · 1986 · 1.5K citations · Full text
DAMAGE DETECTION USING OUTLIER ANALYSIS
Keith Worden, G. Manson, Nick Fieller · Journal of Sound and Vibration · 2000 · 607 citations