Research

Supervision of industrial equipment

I developed fault detection, condition monitoring and prognostic solutions in the following domains:

• Industrial packaging machinery
• Electro-mechanical actuators for aerospace and consumer industry
• Solenoid valves
• Stringing machines
• Circuit breakers
• CNC workbench machines
• Mechanical components as bearnings, gears, transmission belts, fans

System identification

I developed estimation methods for dynamical systems using:

• Nonparametric kernel-bsaed methods
• Graph theory
• Recurrent neural networks