Jus Kocijan

According to our database, Jus Kocijan authored at least 41 papers between 1992 and 2023.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2023

Distributed predictive control based on Gaussian process models.

Alexandra Grancharova, Ivana Valkova, Nadja Hvala, Jus Kocijan

Autom., March, 2023

Introduction to the special issue on Intelligent Control and Optimisation.

Seán F. McLoone, Kevin Guelton, Thierry-Marie Guerra, Gian Antonio Susto, Jus Kocijan, Diego Romeres

Eng. Appl. Artif. Intell., 2023

2021

Dynamic System Identification of Underwater Vehicles Using Multi-Output Gaussian Processes.

Wilmer Ariza Ramirez, Jus Kocijan, Zhi Quan Leong, Hung Duc Nguyen, Shanti D. Gamini Jayasinghe

Int. J. Autom. Comput., 2021

Data-driven method for the improving forecasts of local weather dynamics.

Tadej Krivec, Jus Kocijan, Matija Perne, Bostjan Grasic, Marija Zlata Boznar, Primoz Mlakar

Eng. Appl. Artif. Intell., 2021

Input variable selection using machine learning and global sensitivity methods for the control of sludge bulking in a wastewater treatment plant.

Nadja Hvala, Jus Kocijan

Comput. Chem. Eng., 2021

2020

Design of a hybrid mechanistic/Gaussian process model to predict full-scale wastewater treatment plant effluent.

Nadja Hvala, Jus Kocijan

Comput. Chem. Eng., 2020

Sparse and hybrid modelling of relative humidity: the Krško basin case study.

Jus Kocijan, Matija Perne, Bostjan Grasic, Marija Zlata Boznar, Primoz Mlakar

CAAI Trans. Intell. Technol., 2020

Equation Discovery for Nonlinear System Identification.

Nikola Simidjievski, Ljupco Todorovski, Jus Kocijan, Saso Dzeroski

IEEE Access, 2020

2017

On-line identification with regularised Evolving Gaussian process.

Martin Stepancic, Jus Kocijan

Proceedings of the 2017 Evolving and Adaptive Intelligent Systems, 2017

2016

Ensembles of Fuzzy Linear Model Trees for the Identification of Multioutput Systems.

Darko Aleksovski, Jus Kocijan, Saso Dzeroski

IEEE Trans. Fuzzy Syst., 2016

Local Ozone Prediction with Hybrid Model.

Dejan Gradisar, Bostjan Grasic, Marija Zlata Boznar, Primoz Mlakar, Jus Kocijan

Proceedings of the 6th International Conference on Simulation and Modeling Methodologies, 2016

2015

Regressor selection for ozone prediction.

Jus Kocijan, Marko Hancic, Dejan Petelin, Marija Zlata Boznar, Primoz Mlakar

Simul. Model. Pract. Theory, 2015

Model-Tree Ensembles for noise-tolerant system identification.

Darko Aleksovski, Jus Kocijan, Saso Dzeroski

Adv. Eng. Informatics, 2015

2014

Application of Gaussian Processes to the Modelling and Control in Process Engineering.

Jus Kocijan, Alexandra Grancharova

Proceedings of the Innovations in Intelligent Machines-5, 2014

Model Tree Ensembles for the Identification of Multiple-Output Systems.

Darko Aleksovski, Jus Kocijan, Saso Dzeroski

Proceedings of the 13th European Control Conference, 2014

Evolving Gaussian process models for predicting chaotic time-series.

Dejan Petelin, Jus Kocijan

Proceedings of the 2014 IEEE Conference on Evolving and Adaptive Intelligent Systems, 2014

2013

Evolving Gaussian process models for prediction of ozone concentration in the air.

Dejan Petelin, Alexandra Grancharova, Jus Kocijan

Simul. Model. Pract. Theory, 2013

Model Tree Ensembles for Modeling Dynamic Systems.

Darko Aleksovski, Jus Kocijan, Saso Dzeroski

Proceedings of the Discovery Science - 16th International Conference, 2013

2011

Explicit output-feedback nonlinear predictive control based on black-box models.

Alexandra Grancharova, Jus Kocijan, Tor Arne Johansen

Eng. Appl. Artif. Intell., 2011

Dynamical systems identification using Gaussian process models with incorporated local models.

Kristjan Azman, Jus Kocijan

Eng. Appl. Artif. Intell., 2011

Financial modeling using Gaussian process models.

Dejan Petelin, Jan Sindelár, Jan Prikryl, Jus Kocijan

Proceedings of the IEEE 6th International Conference on Intelligent Data Acquisition and Advanced Computing Systems: Technology and Applications, 2011

Fault Detection based on Gaussian Process Models - An Application to the Rolling Mill.

Ðani Juricic, Pavel Ettler, Jus Kocijan

Proceedings of the ICINCO 2011 - Proceedings of the 8th International Conference on Informatics in Control, Automation and Robotics, Volume 1, Noordwijkerhout, The Netherlands, 28, 2011

Optimization of Gaussian Process Models with Evolutionary Algorithms.

Dejan Petelin, Bogdan Filipic, Jus Kocijan

Proceedings of the Adaptive and Natural Computing Algorithms, 2011

Output-Error Model Training for Gaussian Process Models.

Jus Kocijan, Dejan Petelin

Proceedings of the Adaptive and Natural Computing Algorithms, 2011

Prognosis of gear health using Gaussian process model.

Jus Kocijan, Vesna Tanko

Proceedings of EUROCON 2011, 2011

Control system with evolving Gaussian process models.

Dejan Petelin, Jus Kocijan

Proceedings of the 2011 IEEE Workshop on Evolving and Adaptive Intelligent Systems, 2011

2009

Fixed-structure Gaussian process model.

Kristjan Azman, Jus Kocijan

Int. J. Syst. Sci., 2009

Application of varying parameters modelling with Gaussian processes.

Jus Kocijan, Kristjan Azman

Proceedings of the 2nd IFAC International Conference on Intelligent Control Systems and Signal Processing, 2009

2008

Gas-liquid separator modelling and simulation with Gaussian-process models.

Jus Kocijan, Bojan Likar

Simul. Model. Pract. Theory, 2008

Explicit stochastic predictive control of combustion plants based on Gaussian process models.

Alexandra Grancharova, Jus Kocijan, Tor Arne Johansen

Autom., 2008

2007

Predictive control of a gas-liquid separation plant based on a Gaussian process model.

Bojan Likar, Jus Kocijan

Comput. Chem. Eng., 2007

The concept for Gaussian process model based system identification toolbox.

Jus Kocijan, Kristjan Azman, Alexandra Grancharova

Proceedings of the 2007 International Conference on Computer Systems and Technologies, 2007

2004

Simulation of Fuzzy-Logic-Based Intelligent Wheelchair Control System.

Iztok Spacapan, Jus Kocijan, Tadej Bajd

J. Intell. Robotic Syst., 2004

Explicit model predictive control of gas-liquid separation plant via orthogonal search tree partitioning.

Alexandra Grancharova, Tor Arne Johansen, Jus Kocijan

Comput. Chem. Eng., 2004

Gaussian process model based predictive control.

Jus Kocijan, Roderick Murray-Smith, Carl E. Rasmussen, Agathe Girard

Proceedings of the 2004 American Control Conference, 2004

2003

Explicit model predictive control of gas-liquid separation plant.

Alexandra Grancharova, Tor Arne Johansen, Jus Kocijan

Proceedings of the 7th European Control Conference, 2003

Nonlinear Predictive Control with a Gaussian Process Model.

Jus Kocijan, Roderick Murray-Smith

Proceedings of the Switching and Learning in Feedback Systems, 2003

2001

Nonlinear state and parameter estimation in batch biological wastewater treatment.

Nadja Hvala, Gregor Bavdaz, Jus Kocijan

Int. J. Syst. Sci., 2001

1998

Neuro-fuzzy Model-based Control.

Drago Matko, Katarina Kavsek-Biasizzo, Jus Kocijan

J. Intell. Robotic Syst., 1998

1997

A chemical process application of multivariable control hardware and algorithm testing by means of simulation.

Jus Kocijan, Rihard Karba

Simul. Pract. Theory, 1997

1992

Decentralized Control Tuning with Simulation.

Jus Kocijan, Rihard Karba

Proceedings of the Eurosim 1992, Simulation Congress, Proceedings of the 1992 EUROSIM Conference, Capri, Italy, September 28, 1992