Jus Kocijan - researchr alias

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Viewing Publication 1 - 39 from 39

2023

Distributed predictive control based on Gaussian process modelsAlexandra Grancharova, Ivana Valkova, Nadja Hvala, Jus Kocijan. automatica, 149:110807, March 2023. [doi]

Introduction to the special issue on Intelligent Control and OptimisationSeán F. McLoone, Kevin Guelton, Thierry-Marie Guerra, Gian Antonio Susto, Jus Kocijan, Diego Romeres. eaai, 123(Part B):106325, 2023. [doi]

2021

2020

2017

On-line identification with regularised Evolving Gaussian processMartin Stepancic, Jus Kocijan. eais 2017: 1-7 [doi]

2016

Ensembles of Fuzzy Linear Model Trees for the Identification of Multioutput SystemsDarko Aleksovski, Jus Kocijan, Saso Dzeroski. tfs, 24(4):916-929, 2016. [doi]

Local Ozone Prediction with Hybrid ModelDejan Gradisar, Bostjan Grasic, Marija Zlata Boznar, Primoz Mlakar, Jus Kocijan. simultech 2016: 262-269 [doi]

2015

Model-Tree Ensembles for noise-tolerant system identificationDarko Aleksovski, Jus Kocijan, Saso Dzeroski. aei, 29(1):1-15, 2015. [doi]

Regressor selection for ozone predictionJus Kocijan, Marko Hancic, Dejan Petelin, Marija Zlata Boznar, Primoz Mlakar. simpra, 54:101-115, 2015. [doi]

2014

Model Tree Ensembles for the Identification of Multiple-Output SystemsDarko Aleksovski, Jus Kocijan, Saso Dzeroski. eucc 2014: 750-755 [doi]

Application of Gaussian Processes to the Modelling and Control in Process EngineeringJus Kocijan, Alexandra Grancharova. In Valentina Emilia Balas, Petia D. Koprinkova-Hristova, Lakhmi C. Jain, editors, Innovations in Intelligent Machines-5 - Computational Intelligence in Control Systems Engineering. Volume 561 of Studies in Computational Intelligence, pages 155-190, Springer, 2014. [doi]

Evolving Gaussian process models for predicting chaotic time-seriesDejan Petelin, Jus Kocijan. eais 2014: 1-8 [doi]

2013

Model Tree Ensembles for Modeling Dynamic SystemsDarko Aleksovski, Jus Kocijan, Saso Dzeroski. dis 2013: 17-32 [doi]

Evolving Gaussian process models for prediction of ozone concentration in the airDejan Petelin, Alexandra Grancharova, Jus Kocijan. simpra, 33:68-80, 2013. [doi]

2011

Dynamical systems identification using Gaussian process models with incorporated local modelsKristjan Azman, Jus Kocijan. eaai, 24(2):398-408, 2011. [doi]

Explicit output-feedback nonlinear predictive control based on black-box modelsAlexandra Grancharova, Jus Kocijan, Tor Arne Johansen. eaai, 24(2):388-397, 2011. [doi]

Fault Detection based on Gaussian Process Models - An Application to the Rolling MillDani Juricic, Pavel Ettler, Jus Kocijan. icinco 2011: 437-440

Prognosis of gear health using Gaussian process modelJus Kocijan, Vesna Tanko. eurocon 2011: 1-4 [doi]

Output-Error Model Training for Gaussian Process ModelsJus Kocijan, Dejan Petelin. icannga 2011: 312-321 [doi]

Control system with evolving Gaussian process modelsDejan Petelin, Jus Kocijan. eais 2011: 178-184 [doi]

Financial modeling using Gaussian process modelsDejan Petelin, Jan Sindelar, Jan Prikryl, Jus Kocijan. idaacs 2011: 672-677 [doi]

Optimization of Gaussian Process Models with Evolutionary AlgorithmsDejan Petelin, Bogdan Filipic, Jus Kocijan. icannga 2011: 420-429 [doi]

2009

Fixed-structure Gaussian process modelKristjan Azman, Jus Kocijan. ijsysc, 40(12):1253-1262, 2009. [doi]

Application of varying parameters modelling with Gaussian processesJus Kocijan, Kristjan Azman. iconas 2009: 92-97 [doi]

2008

Explicit stochastic predictive control of combustion plants based on Gaussian process modelsAlexandra Grancharova, Jus Kocijan, Tor Arne Johansen. automatica, 44(6):1621-1631, 2008. [doi]

2007

The concept for Gaussian process model based system identification toolboxJus Kocijan, Kristjan Azman, Alexandra Grancharova. compsystech 2007: 45 [doi]

Predictive control of a gas-liquid separation plant based on a Gaussian process modelBojan Likar, Jus Kocijan. cce, 31(3):142-152, 2007. [doi]

2004

Explicit model predictive control of gas-liquid separation plant via orthogonal search tree partitioningAlexandra Grancharova, Tor Arne Johansen, Jus Kocijan. cce, 28(12):2481-2491, 2004. [doi]

Gaussian process model based predictive controlJus Kocijan, Roderick Murray-Smith, Carl E. Rasmussen, Agathe Girard. amcc 2004: 2214-2219 [doi]

Simulation of Fuzzy-Logic-Based Intelligent Wheelchair Control SystemIztok Spacapan, Jus Kocijan, Tadej Bajd. jirs, 39(2):227-241, 2004. [doi]

2003

Explicit model predictive control of gas-liquid separation plantAlexandra Grancharova, Tor Arne Johansen, Jus Kocijan. eucc 2003: 2475-2480 [doi]

Nonlinear Predictive Control with a Gaussian Process ModelJus Kocijan, Roderick Murray-Smith. essmac 2005: 185-200 [doi]

2001

Nonlinear state and parameter estimation in batch biological wastewater treatmentNadja Hvala, Gregor Bavdaz, Jus Kocijan. ijsysc, 32(2):145-156, 2001. [doi]

1997

A chemical process application of multivariable control hardware and algorithm testing by means of simulationJus Kocijan, Rihard Karba. simpra, 5(2):153-165, 1997. [doi]

1992

Decentralized Control Tuning with SimulationJus Kocijan, Rihard Karba. eurosim 1992: 483-488

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