Synopsis of recent research by authors named "Yanyang Zi"
- Yanyang Zi's research primarily focuses on developing advanced techniques for anomaly detection and fault diagnosis in mechanical and electromechanical systems, addressing challenges such as varying speeds, small training samples, and missing data.
- Recent studies include the creation of innovative neural networks like DecouplingNet and various autoencoders that enhance the robustness of fault detection in systems with complex dynamic behaviors.
- The research emphasizes continuous system degradation and the necessity for intelligent methods that can adapt to real-world industrial conditions, aiming to improve predictive maintenance strategies and safety in engineering applications.
