Research overview
My research lies in the wide field of (dynamical) model reduction, approximation, surrogate model construction and system identification, with a focus on (multivariate) rational approximation and associated numerical tools and software issues.
The methods and numerical tools I develop are not dedicated to a specific application; rather they apply to a wide range of problems.
These activities led to some contributions in:
- Model- and Data-driven (dynamical) model reduction and (rational) approximation;
- Tensor-driven multivariate rational approximation;
- Dynamical system identification and approximation;
- Appication to industrial dynamical systems control and analysis ($\mathcal H_\infty$, $\mathcal H_2$) .
Focus on
... data-driven (dynamical) model reduction and (rational) approximation
... tensor-driven multivariate rational approximation
... dynamical system identification
... industrial applications