Jus Kocijan

Publication Activity (10 Years)

Years Active: 1992-2023
Publications (10 Years): 13

Top Topics

Gaussian Process

Top Venues

Comput. Chem. Eng.

Eng. Appl. Artif. Intell.

Publications

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) (2023)
Alexandra Grancharova, Ivana Valkova, Nadja Hvala, Jus Kocijan
Distributed predictive control based on Gaussian process models. Autom. 149 (2023)
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 (2021)
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) (2021)
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 (2021)
Nadja Hvala, Jus Kocijan
Design of a hybrid mechanistic/Gaussian process model to predict full-scale wastewater treatment plant effluent. Comput. Chem. Eng. 140 (2020)
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 (2020)
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) (2020)
Nikola Simidjievski, Ljupco Todorovski, Jus Kocijan, Saso Dzeroski
Equation Discovery for Nonlinear System Identification. IEEE Access 8 (2020)
Nikola Simidjievski, Ljupco Todorovski, Jus Kocijan, Saso Dzeroski
Equation Discovery for Nonlinear System Identification. CoRR (2019)
Martin Stepancic, Jus Kocijan
On-line identification with regularised Evolving Gaussian process. EAIS (2017)
Dejan Gradisar, Bostjan Grasic, Marija Zlata Boznar, Primoz Mlakar, Jus Kocijan
Local Ozone Prediction with Hybrid Model. SIMULTECH (2016)
Darko Aleksovski, Jus Kocijan, Saso Dzeroski
Ensembles of Fuzzy Linear Model Trees for the Identification of Multioutput Systems. IEEE Trans. Fuzzy Syst. 24 (4) (2016)
Jus Kocijan, Marko Hancic, Dejan Petelin, Marija Zlata Boznar, Primoz Mlakar
Regressor selection for ozone prediction. Simul. Model. Pract. Theory 54 (2015)
Darko Aleksovski, Jus Kocijan, Saso Dzeroski
Model-Tree Ensembles for noise-tolerant system identification. Adv. Eng. Informatics 29 (1) (2015)
Dejan Petelin, Jus Kocijan
Evolving Gaussian process models for predicting chaotic time-series. EAIS (2014)
Darko Aleksovski, Jus Kocijan, Saso Dzeroski
Model Tree Ensembles for the Identification of Multiple-Output Systems. ECC (2014)
Dejan Petelin, Alexandra Grancharova, Jus Kocijan
Evolving Gaussian process models for prediction of ozone concentration in the air. Simul. Model. Pract. Theory 33 (2013)
Darko Aleksovski, Jus Kocijan, Saso Dzeroski
Model Tree Ensembles for Modeling Dynamic Systems. Discovery Science (2013)
Dejan Petelin, Jan Sindelár, Jan Prikryl, Jus Kocijan
Financial modeling using Gaussian process models. IDAACS (2) (2011)
Ðani Juricic, Pavel Ettler, Jus Kocijan
Fault Detection based on Gaussian Process Models - An Application to the Rolling Mill. ICINCO (1) (2011)
Dejan Petelin, Jus Kocijan
Control system with evolving Gaussian process models. EAIS (2011)
Kristjan Azman, Jus Kocijan
Dynamical systems identification using Gaussian process models with incorporated local models. Eng. Appl. Artif. Intell. 24 (2) (2011)
Jus Kocijan, Vesna Tanko
Prognosis of gear health using Gaussian process model. EUROCON (2011)
Dejan Petelin, Bogdan Filipic, Jus Kocijan
Optimization of Gaussian Process Models with Evolutionary Algorithms. ICANNGA (1) (2011)
Jus Kocijan, Dejan Petelin
Output-Error Model Training for Gaussian Process Models. ICANNGA (2) (2011)
Alexandra Grancharova, Jus Kocijan, Tor Arne Johansen
Explicit output-feedback nonlinear predictive control based on black-box models. Eng. Appl. Artif. Intell. 24 (2) (2011)
Jus Kocijan, Kristjan Azman
Application of varying parameters modelling with Gaussian processes. ICONS (2009)
Kristjan Azman, Jus Kocijan
Fixed-structure Gaussian process model. Int. J. Syst. Sci. 40 (12) (2009)
Alexandra Grancharova, Jus Kocijan, Tor Arne Johansen
Explicit stochastic predictive control of combustion plants based on Gaussian process models. Autom. 44 (6) (2008)
Jus Kocijan, Bojan Likar
Gas-liquid separator modelling and simulation with Gaussian-process models. Simul. Model. Pract. Theory 16 (8) (2008)
Jus Kocijan, Kristjan Azman, Alexandra Grancharova
The concept for Gaussian process model based system identification toolbox. CompSysTech (2007)
Bojan Likar, Jus Kocijan
Predictive control of a gas-liquid separation plant based on a Gaussian process model. Comput. Chem. Eng. 31 (3) (2007)
Iztok Spacapan, Jus Kocijan, Tadej Bajd
Simulation of Fuzzy-Logic-Based Intelligent Wheelchair Control System. J. Intell. Robotic Syst. 39 (2) (2004)
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) (2004)
Jus Kocijan, Roderick Murray-Smith, Carl E. Rasmussen, Agathe Girard
Gaussian process model based predictive control. ACC (2004)
Alexandra Grancharova, Tor Arne Johansen, Jus Kocijan
Explicit model predictive control of gas-liquid separation plant. ECC (2003)
Jus Kocijan, Roderick Murray-Smith
Nonlinear Predictive Control with a Gaussian Process Model. European Summer School on Multi-AgentControl (2003)
Nadja Hvala, Gregor Bavdaz, Jus Kocijan
Nonlinear state and parameter estimation in batch biological wastewater treatment. Int. J. Syst. Sci. 32 (2) (2001)
Drago Matko, Katarina Kavsek-Biasizzo, Jus Kocijan
Neuro-fuzzy Model-based Control. J. Intell. Robotic Syst. 23 (2-4) (1998)
Jus Kocijan, Rihard Karba
A chemical process application of multivariable control hardware and algorithm testing by means of simulation. Simul. Pract. Theory 5 (2) (1997)
Jus Kocijan, Rihard Karba
Decentralized Control Tuning with Simulation. EUROSIM (1992)