Gear and bearing fault classification under different load and speed by using Poincaré plot features and SVM.
Rubén MedinaJean Carlo MacancelaPablo LuceroDiego CabreraRené-Vinicio SánchezMariela CerradaPublished in: J. Intell. Manuf. (2022)
Keyphrases
- svm classifier
- feature vectors
- support vector machine svm
- classification method
- support vector
- support vector machine
- svm classification
- feature space
- classification accuracy
- feature extraction
- feature set
- support vector machine classifiers
- input features
- classification process
- classification models
- classification algorithm
- fault diagnosis
- spam classification
- histogram intersection kernel
- feature selection
- image classification
- feature reduction
- training set
- class labels
- classification performances
- extracted features
- generalization ability
- kernel function
- machine learning
- selected features
- benchmark datasets
- feature subset
- train a support vector machine
- multi class classification
- image features
- feature values
- improves the classification accuracy
- pattern recognition
- tree kernels
- training examples
- training data
- training samples
- polynomial kernels
- standard svm
- supervised learning
- discriminative classifiers
- single feature
- knn
- bayes classifier
- expert systems
- naive bayes classifier
- decision boundary
- fault detection