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