Dr. Dejan Petelin

Postdoctoral associate (until 2014)

Department of Systems and Control
Jožef Stefan Institute
Jamova cesta 39, SI-1000 Ljubljana, Slovenia

web: http://dejan.petelin.si/

Details of education

2009 Diploma degree at the Faculty of Computer and Information Science, University of Ljubljana, Slovenia
from 2009 onwards postgraduate student at Jožef Stefan International Postgraduate School
2014 Ph. D. at Jožef Stefan Insternational Postgraduate School, Slovenia

Career to date

from 2009 onwards employed as a junior researcher at Jožef Stefan Institute
from 2014 postdoctoral associate at Jožef Stefan Institute

Research interests

My Ph.D. research is focused on Evolving Gaussian process (GP) models and their aplicability for various applications such as control system, prognostics, multi-objective optimization, etc. Evolving GP models are inspired by Evolving systems that have both their structure and their parameters self-adapting on-line.

Honours & Awards

Second prize at the IEEE PHM 2012 Prognostic Challenge (details & results, paper)
Industry collaboration award given by Jožef Stefan International Postgraduate School (2011)
Jožef Stefan Institute grant (2004 - 2009)

Selected references:

MLAKAR, Miha, PETELIN, Dejan, TUŠAR, Tea, FILIPIČ, Bogdan. GP-DEMO: Differential evolution for multiobjective optimization based on Gaussian process models. European Journal of Operational Research, Elsevier, 2013 Submitted
PETELIN, Dejan, GRANCHAROVA, Alexandra, KOCIJAN, Juš. Evolving Gaussian process models for prediction of ozone concentration in the air. Simulation Modelling Practice and Theory, Elsevier, 2013 vol. 33, 68-80
BOŠKOSKI, Pavle, GAŠPERIN, Matej, PETELIN, Dejan. Bearing fault prognostics using Rényi entropy based features and Gaussian process models. Mechanical Systems and Signal Processing, Elsevier, 2013 Submitted
BOŠKOSKI, Pavle, GAŠPERIN, Matej, PETELIN, Dejan. Bearing fault prognostics based on signal complexity and Gaussian process models. Prognostics and Health Management (PHM), 2012 IEEE Conference on, , 2012
PETELIN, Dejan, FILIPIČ, Bogdan, KOCIJAN, Juš. Optimization of Gaussian process models with evolutionary algorithms. Adaptive and Natural Computing Algorithms, 10th International Conference, ICANNGA 2011, Proceedings, Part I, Springer, 2011
KOCIJAN, Juš, PETELIN, Dejan. Output-error model training for Gaussian process models. Adaptive and Natural Computing Algorithms, 10th International Conference, ICANNGA 2011, Proceedings, Part II, Springer, 2011
PETELIN, Dejan, KOCIJAN, Juš. Control System with Evolving Gaussian Process Models. 2011 IEEE Workshop on Evolving and Adaptive Intelligent Systems, , 2011
MUSIZZA, Bojan, PETELIN, Dejan, KOCIJAN, Juš. Accelerated learning of Gaussian process models. EUROSIM 2010 : proceedings of the 7th EUROSIM Congress on Modelling and Simulation, September 6-10, 2010, Prague, Czech Republic. Vol. 2, Prague: Czech Technical University in Prague, 2010 7 pages

Complete bibliography: available at COBISS