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ORCIDJus Kocijan
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2020 – today
- 2023
[j23]Alexandra Grancharova, Ivana Valkova, Nadja Hvala, Jus Kocijan
:
Distributed predictive control based on Gaussian process models. Autom. 149: 110807 (2023)- [j22]Seán F. McLoone, Kevin Guelton, Thierry-Marie Guerra, Gian Antonio Susto, Jus Kocijan, Diego Romeres:
Introduction to the special issue on Intelligent Control and Optimisation. Eng. Appl. Artif. Intell. 123(Part B): 106325 (2023) - 2021
- [j21]Nadja Hvala, Jus Kocijan:
Input variable selection using machine learning and global sensitivity methods for the control of sludge bulking in a wastewater treatment plant. Comput. Chem. Eng. 154: 107493 (2021) - [j20]Tadej Krivec, Jus Kocijan, Matija Perne, Bostjan Grasic, Marija Zlata Boznar, Primoz Mlakar:
Data-driven method for the improving forecasts of local weather dynamics. Eng. Appl. Artif. Intell. 105: 104423 (2021) - [j19]Wilmer Ariza Ramirez, Jus Kocijan, Zhi Quan Leong, Hung Duc Nguyen, Shanti D. Gamini Jayasinghe:
Dynamic System Identification of Underwater Vehicles Using Multi-Output Gaussian Processes. Int. J. Autom. Comput. 18(5): 681-693 (2021) - 2020
- [j18]Nikola Simidjievski, Ljupco Todorovski, Jus Kocijan, Saso Dzeroski:
Equation Discovery for Nonlinear System Identification. IEEE Access 8: 29930-29943 (2020) - [j17]Jus Kocijan, Matija Perne, Bostjan Grasic, Marija Zlata Boznar, Primoz Mlakar:
Sparse and hybrid modelling of relative humidity: the Krško basin case study. CAAI Trans. Intell. Technol. 5(1): 42-48 (2020) - [j16]Nadja Hvala, Jus Kocijan:
Design of a hybrid mechanistic/Gaussian process model to predict full-scale wastewater treatment plant effluent. Comput. Chem. Eng. 140: 106934 (2020) - [i2]Wilmer Ariza Ramirez, Jus Kocijan, Zhi Quan Leong, Hung Duc Nguyen, Shantha Gamini Jayasinghe:
Dynamic System Identification of Underwater Vehicles Using Multi-Output Gaussian Processes. CoRR abs/2006.02194 (2020)
2010 – 2019
- 2019
- [i1]Nikola Simidjievski, Ljupco Todorovski, Jus Kocijan, Saso Dzeroski:
Equation Discovery for Nonlinear System Identification. CoRR abs/1907.00821 (2019) - 2017
- [c17]Martin Stepancic, Jus Kocijan:
On-line identification with regularised Evolving Gaussian process. EAIS 2017: 1-7 - 2016
- [j15]Darko Aleksovski, Jus Kocijan, Saso Dzeroski:
Ensembles of Fuzzy Linear Model Trees for the Identification of Multioutput Systems. IEEE Trans. Fuzzy Syst. 24(4): 916-929 (2016) - [c16]Dejan Gradisar, Bostjan Grasic, Marija Zlata Boznar, Primoz Mlakar, Jus Kocijan:
Local Ozone Prediction with Hybrid Model. SIMULTECH 2016: 262-269 - 2015
- [j14]Darko Aleksovski, Jus Kocijan, Saso Dzeroski:
Model-Tree Ensembles for noise-tolerant system identification. Adv. Eng. Informatics 29(1): 1-15 (2015) - [j13]Jus Kocijan, Marko Hancic, Dejan Petelin, Marija Zlata Boznar, Primoz Mlakar:
Regressor selection for ozone prediction. Simul. Model. Pract. Theory 54: 101-115 (2015) - 2014
- [c15]Dejan Petelin, Jus Kocijan:
Evolving Gaussian process models for predicting chaotic time-series. EAIS 2014: 1-8 - [c14]Darko Aleksovski, Jus Kocijan, Saso Dzeroski:
Model Tree Ensembles for the Identification of Multiple-Output Systems. ECC 2014: 750-755 - [p1]Jus Kocijan, Alexandra Grancharova:
Application of Gaussian Processes to the Modelling and Control in Process Engineering. Innovations in Intelligent Machines (5) 2014: 155-190 - 2013
- [j12]Dejan Petelin, Alexandra Grancharova, Jus Kocijan:
Evolving Gaussian process models for prediction of ozone concentration in the air. Simul. Model. Pract. Theory 33: 68-80 (2013) - [c13]Darko Aleksovski, Jus Kocijan, Saso Dzeroski:
Model Tree Ensembles for Modeling Dynamic Systems. Discovery Science 2013: 17-32 - 2011
- [j11]Alexandra Grancharova, Jus Kocijan, Tor Arne Johansen:
Explicit output-feedback nonlinear predictive control based on black-box models. Eng. Appl. Artif. Intell. 24(2): 388-397 (2011) - [j10]Kristjan Azman, Jus Kocijan:
Dynamical systems identification using Gaussian process models with incorporated local models. Eng. Appl. Artif. Intell. 24(2): 398-408 (2011) - [c12]Dejan Petelin, Jus Kocijan:
Control system with evolving Gaussian process models. EAIS 2011: 178-184 - [c11]Jus Kocijan, Vesna Tanko:
Prognosis of gear health using Gaussian process model. EUROCON 2011: 1-4 - [c10]Jus Kocijan, Dejan Petelin:
Output-Error Model Training for Gaussian Process Models. ICANNGA (2) 2011: 312-321 - [c9]Dejan Petelin, Bogdan Filipic, Jus Kocijan:
Optimization of Gaussian Process Models with Evolutionary Algorithms. ICANNGA (1) 2011: 420-429 - [c8]Ðani Juricic, Pavel Ettler, Jus Kocijan:
Fault Detection based on Gaussian Process Models - An Application to the Rolling Mill. ICINCO (1) 2011: 437-440 - [c7]Dejan Petelin, Jan Sindelár, Jan Prikryl, Jus Kocijan:
Financial modeling using Gaussian process models. IDAACS (2) 2011: 672-677
2000 – 2009
- 2009
- [j9]Kristjan Azman, Jus Kocijan:
Fixed-structure Gaussian process model. Int. J. Syst. Sci. 40(12): 1253-1262 (2009) - [c6]Jus Kocijan, Kristjan Azman:
Application of varying parameters modelling with Gaussian processes. ICONS 2009: 92-97 - 2008
- [j8]Alexandra Grancharova, Jus Kocijan, Tor Arne Johansen:
Explicit stochastic predictive control of combustion plants based on Gaussian process models. Autom. 44(6): 1621-1631 (2008) - [j7]Jus Kocijan, Bojan Likar:
Gas-liquid separator modelling and simulation with Gaussian-process models. Simul. Model. Pract. Theory 16(8): 910-922 (2008) - 2007
- [j6]Bojan Likar, Jus Kocijan:
Predictive control of a gas-liquid separation plant based on a Gaussian process model. Comput. Chem. Eng. 31(3): 142-152 (2007) - [c5]Jus Kocijan, Kristjan Azman, Alexandra Grancharova:
The concept for Gaussian process model based system identification toolbox. CompSysTech 2007: 45 - 2004
- [j5]Alexandra Grancharova, Tor Arne Johansen, Jus Kocijan:
Explicit model predictive control of gas-liquid separation plant via orthogonal search tree partitioning. Comput. Chem. Eng. 28(12): 2481-2491 (2004) - [j4]Iztok Spacapan, Jus Kocijan, Tadej Bajd:
Simulation of Fuzzy-Logic-Based Intelligent Wheelchair Control System. J. Intell. Robotic Syst. 39(2): 227-241 (2004) - [c4]Jus Kocijan, Roderick Murray-Smith, Carl E. Rasmussen, Agathe Girard:
Gaussian process model based predictive control. ACC 2004: 2214-2219 - 2003
- [c3]Jus Kocijan, Roderick Murray-Smith:
Nonlinear Predictive Control with a Gaussian Process Model. European Summer School on Multi-AgentControl 2003: 185-200 - [c2]Alexandra Grancharova, Tor Arne Johansen, Jus Kocijan:
Explicit model predictive control of gas-liquid separation plant. ECC 2003: 2475-2480 - 2001
- [j3]Nadja Hvala, Gregor Bavdaz, Jus Kocijan:
Nonlinear state and parameter estimation in batch biological wastewater treatment. Int. J. Syst. Sci. 32(2): 145-156 (2001)
1990 – 1999
- 1998
- [j2]Drago Matko, Katarina Kavsek-Biasizzo, Jus Kocijan:
Neuro-fuzzy Model-based Control. J. Intell. Robotic Syst. 23(2-4): 249-265 (1998) - 1997
- [j1]Jus Kocijan, Rihard Karba:
A chemical process application of multivariable control hardware and algorithm testing by means of simulation. Simul. Pract. Theory 5(2): 153-165 (1997) - 1992
- [c1]Jus Kocijan, Rihard Karba:
Decentralized Control Tuning with Simulation. EUROSIM 1992: 483-488
Coauthor Index
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