Prof. Jus Kocijan
Systems and Control, Jožef Stefan Institute, Ljubljana, Slovenia
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Academic Career Length
35Years (1992-Present)
(Calculated once Scilit publication data is synced: current year − year of first publication + 1)
Representative Publications
View All Publications1 December 2005 in Mathematical and Computer Modelling of Dynamical Systems
Journal Article
Jus KocijanAGAgathe Girard
Agathe Girard
BBBlaž Banko
Blaž Banko
RMRoderick Murray-Smith
Roderick Murray-SmithThis paper describes the identification of nonlinear dynamic systems with a Gaussian process (GP) prior model. This model is an example of the use of a probabilistic non-parametric modelling approach. GPs are flexible models capable of modelling complex nonlinear systems. Also, an attractive feature of this model is that the variance associated with the model response is readily obtained, and it can be used to highlight areas of the input space where prediction quality is poor, owing to the lack of data or complexity (high variance). We illustrate the GP modelling technique on a simulated example of a nonlinear system.
1 January 2004
Conference Paper
Jus KocijanRMRoderick Murray-Smith
Roderick Murray-SmithCRC.E. Rasmussen
C.E. Rasmussen
AGA. Girard
A. Girard
1 January 2007 in Computers & Chemical Engineering
Journal Article
BLBojan Likar
Bojan Likar
Jus Kocijan1 June 2008 in Automatica
Journal Article
About Me
Juš Kocijan received the Ph.D. degree in electrical engineering from the Faculty of Electrical Engineering, University of Ljubljana, Ljubljana, Slovenia. He is
currently a Senior Researcher with the Jožef Stefan Institute, Ljubljana, Slovenia and a Professor of electrical engineering with the University of Nova Gorica,
Nova Gorica, Slovenia. His research interest includes the modelling and control of dynamic systems. His other activities include serving as an editor and on
the editorial boards of research journals, serving as a vice-chair for the IFAC Technical Committee on computational
intelligence in control. He is a Senior Member of the IEEE Control Systems Society, and a Member of SLOSIM-Slovenian Society for Simulation and
Modeling and Automatic Control Society of Slovenia.