Adversarial Domain Adaptation Approach for Axial Piston Pump Fault Diagnosis Under Small Sample Condition Based on Measured and Simulated Signals.
Yefeng ZhangYou HeHesheng TangYan RenJiawei XiangPublished in: IEEE Trans. Instrum. Meas. (2024)
Keyphrases
- fault diagnosis
- small sample
- domain adaptation
- condition monitoring
- unlabeled data
- vibration signal
- labeled data
- expert systems
- neural network
- sample size
- fault detection
- semi supervised
- semi supervised learning
- fuzzy logic
- cross domain
- bp neural network
- rbf neural network
- operating conditions
- target domain
- test data
- support vector machine
- transfer learning
- multiple sources
- high dimensional
- machine learning
- sentiment classification
- active learning
- training data
- ls svm
- knowledge base
- feature selection
- error rate
- prior knowledge
- pattern recognition
- similarity measure
- learning algorithm