Original Scientific Article (1.01)

ŠPACAPAN, Iztok, KOCIJAN, Juš, BAJD, Tadej. Simulation of fuzzy-logic-based intelligent wheelchair control system. J. intell. robot. syst, vol. 39, str. 227-241, 2004.
VRANČIĆ, Damir, STRMČNIK, Stanko, KOCIJAN, Juš. Improving disturbance rejection of PI controllers by means of the magnitude optimum method. ISA trans, 2004, vol. 43, str. 73-84.
GRANCHAROVA, Alexandra, JOHANSEN, Tor Arne, KOCIJAN, Juš. Explicit model predictive control of gas-liquid separation plant via orthogonal search tree partitioning. Comput. chem. eng.. [Print ed.], vol. 28, str. 2481-2491, 2004.
KOCIJAN, Juš, GIRARD, Agathe, BANKO, Blaže, MURRAY-SMITH, Roderick. Dynamic systems identification with Gaussian processes. Math. comput. model. dyn. syst, 2005, vol. 11, vol. 2, str. 411-424.
GERKŠIČ, Samo, DOLANC, Gregor, VRANČIĆ, Damir, KOCIJAN, Juš, STRMČNIK, Stanko, BLAŽIČ, Sašo, ŠKRJANC, Igor, MARINŠEK, Zoran, BOŽIČEK, Miha, STATHAKI, Anna, KING, Robert E., HADJINSKI, Mincho B., BOSHNAKOV, Kosta. Advanced control algorithms embedded in a programmable logic controller. Control eng. pract, [Print ed.], 2006, vol. 14, no. 8, str. 935-948.
BAVDAŽ, Gregor, KOCIJAN, Juš. Fuzzy controller for cement raw materials blending. Trans. Inst. Meas. Control, 2007, vol. 29, no. 1, str. 17-34.
DOLANC, Gregor, GERKŠIČ, Samo, KOCIJAN, Juš, VRANČIĆ, Damir, STRMČNIK, Stanko, BOŽIČEK, Miha, MARINŠEK, Zoran, ŠKRJANC, Igor, BLAŽIČ, Sašo. Aspect - samoučeči regulacijski sistem za zahtevne procese = Aspect - a self-learning control system for demanding processes. Ventil (Ljubl.), 2007, vol. 13, št. 5, str. 330-335.
LIKAR, Bojan, KOCIJAN, Juš. Predictive control of a gas-liquid separation plant based on a Gaussian process model. Comput. chem. eng.. [Print ed.], 2007, vol. 31, no. 3, str. 142-152.
AŽMAN, Kristjan, KOCIJAN, Juš. Application of Gaussian processes for black-box modelling of biosystems. ISA trans, 2007, vol. 46, no. 4, str. 443-457.
AŽMAN, Kristjan, KOCIJAN, Juš. Non-linear model predictive control for models with local information and uncertainties. Trans. Inst. Meas. Control, 2008, vol. 30, no. 5, 371-396.
KOCIJAN, Juš. Survey of the methods used in patents on auto-tuning controllers. Recent patents on electrical engineering, 2008, vol. 1, no. 3, 201-208.
GRANCHAROVA, Alexandra, KOCIJAN, Juš, JOHANSEN, Tor Arne. Explicit stochastic predictive control of combustion plants based on Gaussian process models. Automatica, Elsevier, Oxford, 2008, vol. 44, no. 6, 1621-1631.
KOCIJAN, Juš, LIKAR, Bojan. Gas-liquid separator modelling and simulation with Gaussian process models. Simulation modelling practice and theory, 2008, vol. 16, no. 18, 910-922.
KOCIJAN, Juš, AŽMAN, Kristjan. Gaussian process model identification : a process engineering case study. Syst. Sci, 2008, vol. 34, no. 3, str. 31-38.
AŽMAN, Kristjan, KOCIJAN, Juš. Fixed-structure Gaussian process model. International Journal of Systems Science, 2009, vol. 40, no. 12, 1253-1262.

Published Scientific Conference contribution (invited lecture) (1.06)

KOCIJAN, Juš. Gaussian process models for systems identification. GAŠPERIN, Matej (ur.), PREGELJ, Boštjan (ur.). Proceedings of the 9th International PhD Workshop on Systems and Control, October 1-3, 2008, Izola, Simonov zaliv, Slovenia : young generation viewpoint, Ljubljana: Institut Jožef Stefan, 2008, 8 str.

Published Scientific Conference contribution (1.08)

KOCIJAN, Juš, LEITH, Douglas J. Derivative observations used in predictive control. V: MATIJASEVIC, Maja (ur.), PEJCINOVIC, Branimir (ur.), TOMSIC, Zeljko (ur.), BUTKOVIC, Zeljko (ur.). 12th IEEE Mediterranean Electrotechnical Conference, May 12-15, 2004, Dubrovnik, Croatia. MELECON 2004 : proceedings, New York: IEEE, 2004, 4 str.
VRANČIĆ, Damir, KOCIJAN, Juš, STRMČNIK, Stanko. Simplified disturbance rejection tuning method for PID controllers. V: ASCC The 5th Asian Control Conference, July 20-23, Melbourne, Australia, Conference proceedings, 2004, str. 491-496.
KOCIJAN, Juš, VREČKO, Darko, HVALA, Nadja, ČEČKO, Boštjan. Feedback control aspects of nitrogen removal in wastewater treatment. V: MATIJASEVIC, Maja (ur.), PEJCINOVIC, Branimir (ur.), TOMSIC, Zeljko (ur.), BUTKOVIC, Zeljko (ur.). 12th IEEE Mediterranean Electrotechnical Conference, May 12-15, 2004, Dubrovnik, Croatia. MELECON 2004 : proceedings, New York: IEEE, 2004, 4 str.
KOCIJAN, Juš, MURRAY-SMITH, Roderick, RASMUSSEN, Carl Edward, GIRARD, Agathe. Gaussian process model based predictive control. V: 2004 American Control Conference : Boston, Massachusetts, June 30 - July 2, 2004 : conference proceedings, AACC, 2004, str. 2214-2218.
KOCIJAN, Juš, GIRARD, Agathe. Incorporating linear local models in Gaussian process model. V: HORACEK, P. (ur.), ŠIMANDL, Miroslav (ur.), ZITEK, Pavel (ur.). 16th IFAC World Congress, Prague, July 3-8, 2005. Preprints of the 16th IFAC World Congress : Prague, Czech Republic, July 3-8, 2005, [Prague]: International Federation of Automatic Control, 2005, 6 str.
AŽMAN, Kristjan, KOCIJAN, Juš. Comprising prior knowledge in dynamic Gaussian process models. V: RACHEV, B. (ur.), SMRIKAROV, A. (ur.). CompSysTech\'05 : proceedings of the International Conference on Computer Systems and Technologies and Workshop for PhD Students in Computing : Varna, Bulgaria, 16-17 June. [Varna], Bulgarian Chapter of ACM, 2005, str. IIIB.2-1-IIIB.2-5.
AŽMAN, Kristjan, KOCIJAN, Juš. An example of Gaussian process model identification. V: BUDIN, Leo (ur.), RIBARIĆ, Slobodan (ur.). MIPRO 2005 : 28. međunarodni skup, May/Svibanj 30 - June/Lipanj 03, 2005, Opatija, Croatia : Proceedings/Zbornik radova, Rijeka: MIPRO, 2005, str. 79-84.
AŽMAN, Kristjan, KOCIJAN, Juš. Identifikacija dinamičnega sistema s histerezo z modelom na osnovi Gaussovih procesov = Identification of the dynamic system with hysteresis using Gaussian process model. V: ZAJC, Baldomir (ur.), TROST, Andrej (ur.). Zbornik štirinajste mednarodne Elektrotehniške in računalniške konference ERK 2005, 26. - 28. september 2005, Portorož, Slovenija, (Zbornik ... Elektrotehniške in računalniške konference ERK ...), Ljubljana: IEEE Region 8, Slovenska sekcija IEEE, 2005, zv. A, str. 253-256.
JURIČIĆ, Đani, KOCIJAN, Juš. Fault detection based on Gaussian process models. V: 5th MATHMOD : proceedings, (Argesim report, no. 30), 5th Vienna Symposium on Mathematical Modeling, February 8-10, 2006, Vienna University of Technology, Inge Troch, ur., Felix Breitenecker, ur, Vienna, Argesim, 2006, str. 5-1-5-9.
AŽMAN, Kristjan, KOCIJAN, Juš. Identifikacija dinamičnega sistema z znanim modelom ąuma z modelom na osnovi Gaussovih procesov. V: Zbornik petnajste mednarodne Elektrotehniąke in računalniąke konference ERK 2006, 25. - 27. september 2006, Portoroľ, Slovenija, (Zbornik ... Elektrotehniąke in računalniąke konference ERK ...), Baldomir Zajc, ur., Andrej Trost, ur, Ljubljana, IEEE Region 8, Slovenska sekcija IEEE, 2006, zv. A, str. 289-292.
AŽMAN, Kristjan, KOCIJAN, Juš. An application of Gaussian process models for control design. V: International Control Conference (ICC2006) : Glasgow, Scotland, United Kingdom, 30th August to 1st September 2006, [S. l., s. n.], 2006, 6 str.
AŽMAN, Kristjan, KOCIJAN, Juš. Gaussian process models validation : biotechnological systems case studies. V: 5th MATHMOD : proceedings, (Argesim report, no. 30), 5th Vienna Symposium on Mathematical Modeling, February 8-10, 2006, Vienna University of Technology, Inge Troch, ur., Felix Breitenecker, ur, Vienna, Argesim, 2006, str. 3-1-3-10.
GRANCHAROVA, Alexandra, KOCIJAN, Juš, JOHANSEN, Tor Arne. Explicit approximate nonlinear preditive control based on neural network models. V: International conference Automatics and Informatics \'07, Bulgaria, Sofia, October 3-6, 2007. Proceedings : John Atanasoff celebration days, Sofia: Union of Automation and Informatics, 2007, vol. 2, str. I-5-I-8.
GRANCHAROVA, Alexandra, KOCIJAN, Juš. Stochastic predictive control of a thermoelectric power plant. Stochastic predictive control of a thermoelectric power plant. V: International conference Automatics and Informatics \'07, Bulgaria, Sofia, October 3-6, 2007. Proceedings : John Atanasoff celebration days, Sofia: Union of Automation and Informatics, 2007, vol. 2, str. I-13-I-16.
KOCIJAN, Juš, AŽMAN, Kristjan. Gaussian process model identification : a process engineering case study. V: GRZECH, Adam (ur.). Proceedings of the 16th International Conference on Systems Science : 4-6 September, 2007, Wrocław, Poland. Vol. 1-3, Wrocław: Oficyna Wydawnicza Politechniki Wrocławskiej, 2007, 2007, zv. 1, str. 418-427.
KOCIJAN, Juš, LIKAR, Bojan. Gas-liquid separator modelling and simulation with Gaussian process models. V: ZUPANČIČ, Borut (ur.), KARBA, Rihard (ur.), BLAŽIČ, Sašo (ur.). 6th EUROSIM Congress on Modelling and Simulation, Ljubljana, Slovenia, 9-13 September, 2007. EUROSIM 2007 : proceedings of the 6th EUROSIM Congress on Modelling and Simulation, 9-13 September 2007, Ljubljana, Slovenia. Vol. 2, Full papers, Vienna: ARGESIM, cop, 2007, 7 str.
KOCIJAN, Juš, AŽMAN, Kristjan, GRANCHAROVA, Alexandra. The concept for Gaussian process model based system identification toolbox. V: RACHEV, B. (ur.), SMRIKAROV, A. (ur.), DIMOV, D. (ur.). CompSysTech\'07 : proceedings of the International Conference on Computer Systems and Technologies and Workshop for PhD Students in Computing, Rousse, Bulgaria, 14-15 June, 2007, Varna: Bulgarian Chapter of ACM, Union of Automation and Informatics, 2007, str. IIIA23-1-IIIA23-6.
KOCIJAN, Juš, AŽMAN, Kristjan. Applications of varying parameters modelling with Gaussian processes. 2nd IFAC International Conference on Intelligent Control Systems and Signal Processing, September 21-23, 2009, Istanbul, Turkey. ICONS 2009, 2009, 6 pages.
GRANCHAROVA, Alexandra, NEDIALKOV, D., KOCIJAN, Juš, HRISTOVA, H., KRASTEV, A. Application of Gaussian processes to the prediction of zone concentration in the air of Burgas. International conference Automatics and Informatics \'09, Bulgaria, Sofia, 29.09 -4.10.09. Proceedings : John Atanasoff celebration days, Sofia: Union of Automation and Informatics, 2009, IV-17-IV-20.
PŘIKRYL, Jan, KOCIJAN, Juš. An empirical model of occupancy-queue relation. Proceedings of the 12th IFAC Symposium on Transportation Systems, Redondo Beach, CA, IFAC, 2009, 456-461.
GRADIŠAR, Dejan, KOCIJAN, Juš. Nelinearni proizvodni model sistems Tennessee Eastman = Nonlinear production model of TE system. ZAJC, Baldomir (ur.), TROST, Andrej (ur.). Zbornik Osemnajste mednarodne elektrotehniške in računalniške konference - ERK 2009, 21-23. september 2009, Portorož, Slovenija, Ljubljana: IEEE Region 8, Slovenska sekcija IEEE, 2009, vol. A, 305-308.

Independent Scientific Component Part in a Monograph (1.16)

KOCIJAN, Juš, MURRAY-SMITH, Roderick. Nonlinear predictive control with a Gaussian process model. V: MURRAY-SMITH, Roderick (ur.), SHORTEN, Robert (ur.). Switching and learning in feedback systems : European Summer School on Multi-Agent Control, Maynooth, Ireland, September 8-10, 2003 : revised lectures and selected papers, (Lecture notes in computer science, vol. 3355), Berlin; Heidelberg; New York: Springer, cop, 2005, str. 185-200.

Reviewed University and Academic Textbook (2.03)

KOCIJAN, Juš. . Modeliranje dinamičnih sistemov z umetnimi nevronskimi mrežami in sorodnimi metodami, Nova Gorica: Univerza, 2007, IV, 87 str., ilustr. ISBN 978-961-6311-46-5.