Industrial systems (e.g., wind turbines, manufacturing, aerospace, energy infrastructures) degrade over time and can cause unexpected failures. My research aims to build a data-physics-integrated, uncertainty-aware, and explainable Condition Monitoring framework. I focus on digital twins, PINN, data analytics, probabilistic modeling, LLMs, and deep learning.