dr. Dejan Petelin

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

Izobrazba

• 2009 Diploma na Fakulteti za računalništvo in inofrmatiko, Univerza v Ljubljani, Slovenija
• od 2009 naprej podiplomski študent na Mednarodni podiplomski šoli Jožefa Stefana
• 2014 Doktorat na Mednarodni podiplomski šoli Jožefa Stefana

Zaposlitve

• od 2009 zaposlen na Institutu Jožef Stefan, Ljubljana

Raziskovalna področja

• sprotno učenje modelov na podlagi Gaussovih procesov
• modeliranje dinamičnih sistemov z modeli na osnovi Gaussovih procesov
• načrtovanje vodenja z modeli na osnovi Gaussovih procesov

Priznanja in nagrade

• Drugo mesto na tekmovanju IEEE PHM 2012 Prognostic Challenge (podrobnosti in rezultati, vabljeno predavanje)
• Nagrada za sodelovanje z gospodarstvom podeljena s strani Mednarodne podiplomske šole Jožef Stefan (2011)
• Štipendija Intituta "Jožef Stefan" (2004 - 2009)

Bibliografija

1. 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. povezava
2. 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.
3. 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.
4. 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. povezava
5. PETELIN, Dejan, KOCIJAN, Juš. Control System with Evolving Gaussian Process Models. 2011 IEEE Workshop on Evolving and Adaptive Intelligent Systems, 2011. povezava
6. 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. povezava
7. 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. povezava
8. 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.

Celotna bibliografija: dostopna preko sistema Cobiss