Concepedia

Vibration-based anomaly detection using LSTM/SVM approaches

Kilian Vos, Zhongxiao Peng, Christopher Jenkins, Md Rifat Shahriar, Pietro Borghesani, Wenyi Wang

Mechanical Systems and Signal Processing · 2021 · 224 citations · 23 references

Open access

Concepts

ComputingComputer ScienceMechanical EngineeringMachine LearningTime Series AnalysisVibrationAnomaly DetectionAnomaly Detection In Time SeriesFault DetectionKernel MethodsSupport Vector MachinesVibration MonitoringDeep Learning For Vibration MonitoringMachine Learning For Vibration MonitoringVibration Data AnalysisVibration Signature AnalysisVibration Signatures

References

23

Support-vector networks

Corinna Cortes, Vladimir Vapnik · Machine Learning · 1995 · 40.5K citations · Full text

Dropout: a simple way to prevent neural networks from overfitting

Nitish Srivastava, Geoffrey E. Hinton, Alex Krizhevsky et al. · 2014 · 34.3K citations

Computing, Computer Science, Artificial Intelligence +12

Support vector machine in machine condition monitoring and fault diagnosis

Achmad Widodo, Bo‐Suk Yang · Mechanical Systems and Signal Processing · 2007 · 1.6K citations

Computing, Computer Engineering, Computer Science +16

Learning to Monitor Machine Health with Convolutional Bi-Directional LSTM Networks

Rui Zhao, Ruqiang Yan, Jinjiang Wang et al. · Sensors · 2017 · 734 citations · Full text

Computing, Computer Science, Machine Learning +15

Model selection and overfitting

Jake Lever, Martin Krzywinski, Naomi Altman · Nature Methods · 2016 · 700 citations

Computing, Biostatistics, Machine Learning +11