- D.Sc. (Tech) 13.12.1999. Helsinki University of Technology, Faculty of Civil and Environmental Engineering.
- Lic. Tech. 2.10.1996. Helsinki University of Technology, Faculty of Civil and Environmental Engineering (50%) and Faculty of Electrical and Communications Engineering (50%).
- M.Sc. (Tech.) 22.12.1988. Helsinki University of Technology, Faculty of Electrical and Communications Engineering.
Other studies
- Diploma in Artificial Intelligence, Aalto University Executive Education, 12/2021-06/2022 (12 ECTC credits).
- 14th Short Course on Dynamic Traffic Flow Modelling and Control, Technical University of Crete, Dynamic Systems and Simulation Laboratory, 19 February 2021 (30h).
- International pedagogical collaboration project (8cr), Aalto University – Tongji University, Shanghai, June-December 2013.
- University teaching program (YOOP) in 2002-2003 (22 cr).