Digital twins

Focus

My recent research and supervision include digital twins for dynamical systems and structural health monitoring. Submitted manuscripts are listed separately from published work.

• Physics-informed neural networks
• Vibration-based structural health monitoring
• Prognostics and remaining useful life estimation
• Robust synchronization and domain adaptation

Examples from the CV

• Semi-parametric Bayesian physics-informed neural network-based digital twin for dynamical systems (2026), listed as published in the CV.
• Hybrid digital twin framework for vibration-based damage detection in multi-spring systems, listed as submitted in the CV.

Explore further

See the publication record for bibliographic details, or contact me to discuss a related research question.