Wind Turbine Condition Monitoring Based on Bagging Ensemble Strategy and KNN Algorithm.
Hongmin ZhangHaiming NiuZenghui MaShuyao ZhangPublished in: IEEE Access (2022)
Keyphrases
- condition monitoring
- knn algorithm
- ensemble methods
- ensemble learning
- fault diagnosis
- wind turbine
- knn
- k nearest neighbor
- majority voting
- random forest
- random forests
- base classifiers
- ensemble members
- imbalanced data
- ensemble selection
- ensemble classifier
- ensemble classification
- wind speed
- training set
- classifier ensemble
- fault detection
- neural network
- decision trees
- power transformers
- support vector machine
- training data
- acoustic emission
- prediction accuracy
- machine learning
- wind power
- feature selection
- long term
- weak classifiers
- management system
- nearest neighbor
- k nearest neighbour
- evolutionary algorithm
- base learners
- artificial intelligence
- learning algorithm
- genetic algorithm
- data mining
- data sets
- mutual information