Physics is governed by symmetries. I believe observed data contain the symmetries of the physical models that are discovered through these data. 

(The action for the classical electromagnetism) 

With a background in theoretical physics, she carried out extensive research at Philips Research, focusing on data-driven solutions in the health-tech domain, ranging from video and image processing, medical image analysis, biomedical signal processing (e.g. measuring photoplethysmography, camera-based blood perfusion monitoring, core body temperature), and 3D parametric body modelling (prediction of internal anthropomorphic measurements from geometrical 3d-body measurements). 

In electromechanics, her approach follows the principles of physics, emphasizing problem formulation and solution interpretation as integral components of the methodology.  This approach combines domain knowledge as priors, and it is often perceived as a hybrid approach, in comparison with a black-box approach, in which the model is purely driven from data. 

• March 2024, Assistant Professor, Electromechanics and Power Electronics, Eindhoven University of Technology
• January 2003 - December 2023 , Senior Scientist, Philips Research Laboratories, the Netherlands
• January 1999 - December 2002, PhD thesis, Modeling of superconducting multilayers, Vrije Universiteit Amsterdam
• June 1998 – Graduated in High Energy Physics – Supersymmetry, Supergravity, String theory, Babes-Bolyai University Cluj-Napoca, Romania