MAIN FIELDS OF EXPERTISE:
System Identification and Machine Learning
- statistical signal processing
- linear and non-linear models
- time series analysis
- identification of complex stochastic systems under uncertainties
- inverse problems
- pattern recognition
Simulation and Control
- adaptive and model predictive control
- dynamic systems simulation
- uncertainty propagation
Experimental Modal Analysis
- vibration testing & modal analysis
- data acquisition system design
Structural Health Monitoring (SHM)
- statistical time series methods for SHM
- ultrasonic guided wave based methods for SHM
- electrical resistance tomography (ERT) based methods for SHM
- sensor networks & probabi...