Izvirni znanstveni članek (1.01)

KRIVEC, Tadej, KOCIJAN, Juš, PERNE, Matija, GRAŠIČ, Boštjan, BOŽNAR, Marija, MLAKAR, Primož. Data-driven method for the improving forecasts of local weather dynamics. Engineering applications of artificial intelligence, Elsevier, 2021, vol. 105, 104423-1-104423-14.
HVALA, Nadja, KOCIJAN, Juš. Input variable selection using machine learning and global sensitivity methods for the control of sludge bulking in a wastewater treatment plant. Computers & chemical engineering, 2021, vol. 154, 107493-1-107493-10.
ARIZA RAMIREZ, Wilmer, KOCIJAN, Juš, QUAN LEONG, Zhi, NGUYEN, Hung Duc, JAYASINGHE, Shantha Gamini. Dynamic system identification of underwater vehicles using multi-output Gaussian processes. International journal of automation and computing, Springer, 2021, vol. 18, no. 5, 681-693.
PERNE, Matija, MLAKAR, Primož, GRAŠIČ, Boštjan, BOŽNAR, Marija, KOCIJAN, Juš. Fast numerical wind turbine candidate site evaluation. Applied sciences, MDPI, 2021, vol. 11, no. 7, 2953-1 - 2953-18.
PERNE, Matija, BOŽNAR, Marija, GRAŠIČ, Boštjan, MLAKAR, Primož, KOCIJAN, Juš. Improving wind vector predictions for modelling of atmospheric dispersion during Seveso-type accidents. Atmospheric pollution research journal, Elsevier, 2021, vol. 12, no 2, 76-83.
KRIVEC, Tadej, PAPA, Gregor, KOCIJAN, Juš. Simulation of variational Gaussian process NARX models with GPGPU. ISA transactions, Elsevier, 2021, vol. 109, 141-151.
HVALA, Nadja, KOCIJAN, Juš. Design of a hybrid mechanistic/Gaussian process model to predict full-scale wastewater treatment plant effluent. Computers & chemical engineering, 2020, vol. 140, 106934-1-106934-12.
KOCIJAN, Juš, PERNE, Matija, GRAŠIČ, Boštjan, BOŽNAR, Marija, MLAKAR, Primož. Sparse and hybrid modelling of relative humidity : the Krško basin case study. CAAI transactions on intelligence technology, 2020, vol. 5, no. 1, 42-48.
SIMIDJIEVSKI, Nikola, TODOROVSKI, Ljupčo, KOCIJAN, Juš, DŽEROSKI, Sašo. Equation discovery for nonlinear system identification. IEEE Access, IEEE, 2020, vol. 8, 29930-29943.
BRICELJ, Katja, KOCIJAN, Juš, PODBREGAR, Matej, LUČOVNIK, Miha. Near-infrared spectroscopy of the placenta for monitoring fetal oxygenation during labour. PloS One, 2020, vol. 15, iss. 4, 1-13.
KOCIJAN, Juš, PERNE, Matija, MLAKAR, Primož, GRAŠIČ, Boštjan, BOŽNAR, Marija. Hybrid model of the near-ground temperature profile. Stochastic environmental research and risk assessment, 2019, vol. 33, no. 11/12, 2019-2032.
CRISTEA, Irina Elena, KOCIJAN, Juš, NOVAK, Michal. Introduction to dependence relations and their links to algebraic hyperstructures. Mathematics, 2019, vol. 7, no. 10, 1-14.
GRAŠIČ, Boštjan, MLAKAR, Primož, BOŽNAR, Marija, KOCIJAN, Juš. Validation of numerically forecast vertical temperature profile with measurements for dispersion modelling. International journal of environment and pollution, 2018, vol. 64, no. 1/3, 22-34.
KOCIJAN, Juš. Parameter estimation of a nonlinear benchmark system. Science, Engineering & Education, 2018, vol. 3, no. 1, 3-10.
KOCIJAN, Juš, GRADIŠAR, Dejan, STEPANČIČ, Martin, BOŽNAR, Marija, GRAŠIČ, Boštjan, MLAKAR, Primož. Selection of the data time interval for the prediction of maximum ozone concentrations. Stochastic environmental research and risk assessment, 2018, vol. 32, no. 6, 1759-1770.
MLAKAR, Primož, KOKAL, Dragana, GRAŠIČ, Boštjan, BOŽNAR, Marija, GRADIŠAR, Dejan, KOCIJAN, Juš. Validation of meteorological forecasts in fine spatial and temporal resolution produced as an input for dispersion models. International journal of environment and pollution, 2017, vol. 62, no. 2/4, 236-246.
BOŽNAR, Marija, GRAŠIČ, Boštjan, MLAKAR, Primož, GRADIŠAR, Dejan, KOCIJAN, Juš. The use of a new diagram for the analysis of the daily cycles in the air-pollution data. International journal of environment and pollution, 2017, vol. 62, no. 2/4, 385-394.
BOŽNAR, Marija, GRAŠIČ, Boštjan, MLAKAR, Primož, GRADIŠAR, Dejan, KOCIJAN, Juš. Nonlinear data assimilation for the regional modeling of maximum ozone values. Environmental science and pollution research international, 2017, vol. 24, no. 31, 24666-24680.
KOCIJAN, Juš, GRADIŠAR, Dejan, BOŽNAR, Marija, GRAŠIČ, Boštjan, MLAKAR, Primož. On-line algorithm for ground-level ozone prediction with a mobile station. Atmospheric environment, 2016, vol. 131, 326 - 333.
GRADIŠAR, Dejan, GRAŠIČ, Boštjan, BOŽNAR, Marija, MLAKAR, Primož, KOCIJAN, Juš. Improving of local ozone forecasting by integrated models. Environmental science and pollution research international, Springer, 2016, vol. 23, no. 18, 18439-18450.
ALEKSOVSKI, Darko, KOCIJAN, Juš, DŽEROSKI, Sašo. Ensembles of fuzzy linear model trees for the identification of multi-output systems. IEEE transactions on fuzzy systems, IEEE, 2016, vol. 24, no. 4, 916-929.
ALEKSOVSKI, Darko, DOVŽAN, Dejan, DŽEROSKI, Sašo, KOCIJAN, Juš. A comparison of fuzzy identification methods on benchmark datasets. IFAC papersOnline, Elsevier, 2016, Vol. 49, no. 5.
PŘIKRYL, Jan, KOCIJAN, Juš. Modelling occupancy-queue relation using Gaussian process. Neural network world, 2015, vol. 25, no. 1, 35-52.
STEPANČIČ, Martin, GRANCHAROVA, Alexandra, KOCIJAN, Juš. Adaptive MPC based on probabilistic black-box input-output model. Comptes Rendus de l Academie Bulgare des Sciences, 2015, vol. 68, no. 6, 767-774.
KOCIJAN, Juš, HANČIČ, Marko, PETELIN, Dejan, BOŽNAR, Marija, MLAKAR, Primož. Regressor selection for ozone prediction. Simulation modelling practice and theory, 2015, vol. 54, 101-115.
PETELIN, Dejan, MLAKAR, Primož, BOŽNAR, Marija, GRAŠIČ, Boštjan, KOCIJAN, Juš. Ozone forecasting using an online updating Gaussian-process model. International journal of environment and pollution, 2015, vol. 57, no. 3/4, 111-122.
ALEKSOVSKI, Darko, KOCIJAN, Juš, DŽEROSKI, Sašo. Model-tree ensembles for noise-tolerant system identification. Advanced engineering informatics, 2015, vol. 29, no. 1, 1-15.
LEAMY, Darren, KOCIJAN, Juš, DOMIJAN, Katarina, DUFFIN, Joseph, ROCHE, Richard A. P., COMMINS, Sean, COLLINS, Rónán, WARD, Tomás E. An exploration of EEG features during recovery following stroke - implications for BCI-mediated neurorehabilitation therapy. Journal of neuroengineering and rehabilitation, 2014, vol. 11, no. 9, 1-16.
STEPANČIČ, Martin, KOCIJAN, Juš. Prediktivno vodenje nestabilnega sistema s sprotno identifikacijo verjetnostnega modela. Ventil, 2014, oct. 2014, vol.. 20, no. 5, 374-380.
MADJAROV, Ivan, KOCIJAN, Juš, GRANCHAROVA, Alexandra, SHISHEDJIEV, Bogdan. Towards a service-based framework for environmental data processing. International journal of advanced computer science & applications, 2014, vol. 5, no. 4, 44-51.
ALEKSOVSKI, Darko, KOCIJAN, Juš, DŽEROSKI, Sašo. Model tree ensembles for modeling dynamic systems. In: FÜRNKRANZ, Johannes (ed.), et al., Lecture notes in computer science, ISSN 0302-9743, Lecture notes in artificial intelligence, 8140. Berlin, Heidelberg: Springer, 2013, vol. 8140, 17-32.
PETELIN, Dejan, GRANCHAROVA, Alexandra, KOCIJAN, Juš. Evolving Gaussian process models for prediction of ozone concentration in the air. Simulation Modelling Practice and Theory, Elsevier, 2013, vol. 33, 68-80.
KOCIJAN, Juš, HVALA, Nadja. Sequencing batch-reactor control using Gaussian-process models. Bioresour. technol, Elsevier, 2013, vol. 137, 340-348.
PŘIKRYL, Jan, KOCIJAN, Juš. Stochastic analysis of a queue length model using a graphical processing unit. Trans. Transp. Sci, 2012, vol. 5, no. 2, 55-62.
JUŽNIČ-ZONTA, Živko, KOCIJAN, Juš, FLOTATS, Xavier, VREČKO, Darko. Multi-criteria analyses of wastewater treatment bio-processes under an uncertainty and a multiplicity of steady states. Water res. (Oxford), 2012, vol. 46, no. 18, 6121-6131.

Objavljeni znanstveni prispevek na konferenci (vabljeno predavanje) (1.06)

KOCIJAN, Juš. Incorporating knowledge about model structure in the identification of Gaussian-process models. KANARACHOS, Andreas (ur.). Recent advances in telecommunications, signals and systems : proceedings of the 12th International Conference on Data Networks, Communications, Computer (DNCOCO ʼ13), proceedings of the 12th International Conference on Non-Linear Analysis, Non-Linear Systems and Chaos (NOLASC ʼ13), proceedings of the 9th International Conference on Dynamical Systems and Control (CONTROL ʼ13), proceedings of the 6th International Conference on Sensors and Signals (SENSIG ʼ13), proceedings of the International Conference on Visualization, Imaging and Simulations (VIS ʼ13), Marc 21-23, 2013, Lemesos, Cyprus, (Recent advances in electrical engineering series, 10), 2013, 124-129.

KOCIJAN, Juš. Dynamic GP models: an overview and recent developments. V: KAMBE, Tsutomu (ur.), BULUCEA, Cornelia A. (ur.), ARAPATSAKOS, Charalampos (ur.). Recent researches in applied mathematics and economics : proceedings of the 6th International Conference on Applied Mathematics, Simulation, Modelling, (ASM'12), proceedings of the 6th International Conference on Management, Marketing and Finances, (MMF'12), March 7-9, 2012, WSEAS Press, 2012.

Objavljeni znanstveni prispevek na konferenci (1.08)

KRIVEC, Tadej, HVALA, Nadja, KOCIJAN, Juš. Integrated theoretical and data-driven Gaussian process NARX model for the simulation of effluent concentrations in wastewater treatment plant. 19th IFAC Symposium on System Identification SYSID 2021, Padova, Italy, 13-16 July 2021, (IFAC papersOnline), IFAC / Elsevier, 2021, vol. 54, no. 7, 714-719.
PERNE, Matija, STEPANČIČ, Martin, KOCIJAN, Juš. Gaussian Process Modelling of the F-16 Ground Vibration Test Benchmark: Data Selection Case Study. IFAC-PapersOnLine – 4th IFAC Conference on Embedded Systems, Computational Intelligence and Telematics in Control CESCIT 2021: Valenciennes, France, 5-7 July 2021, IFAC / Elsevier, 2021.
KRIVEC, Tadej, KOCIJAN, Juš. Model globokih Gaussovskih procesov za identifikacijo procesa Bouc-Wen. ŽEMVA, Andrej (ed.), TROST, Andrej (ed.). Zbornik devetindvajsete mednarodne Elektrotehniške in računalniške konference ERK 2020, 2020, 185-188.
JANČIČ, Mitja, KOCIJAN, Juš, GRAŠIČ, Boštjan. Identification of atmospheric variable using deep Gaussian processes. IFAC papersOnline, 2018, vol. 51, no 5, 43-48.
STEPANČIČ, Martin, KOCIJAN, Juš. On-line identification with regularised Evolving Gaussian process. IEEE EAIS 2017 : Conference on Evolving and Adaptive Intelligent Systems, May 31 - June 2, 2017, Ljubljana, Slovenia, IEEE, 2017, 7.
KOCIJAN, Juš, KARER, Gorazd, ŽAGAR KARER, Mojca, BAJD, Tadej, KARBA, Rihard. The Slovenian dictionary of automatic control, systems and robotics. Proceedings of the 20th IFAC World Congress, 9-14 July 2017, Toulouse, France, IFAC papersOnline, Elsevier, 2017, vol. 50, no. 1, 5166-5171.
DOLENC, Boštjan, STEPANČIČ, Martin, JURIČIĆ, Đani, KOCIJAN, Juš, MARRA, Dario, PIANESE, Cesare. Accounting for modelling errors in model-based diagnosis by using Gaussian process models. International Conference on Control and Fault-Tolerant Systems, SysTOL 206, Barcelona, September 7-9, 2016, IEEE, 2016, 510-515.
GRADIŠAR, Dejan, GRAŠIČ, Boštjan, BOŽNAR, Marija, MLAKAR, Primož, KOCIJAN, Juš. Local ozone predictin with hybrid model. MERKURYEV, Yuri (ur.), ÖREN, Tuncer I. (ur.), OBAIDAT, Mohammad Salameh (ur.). SIMULTECH : proceedings of the 6th International Conference on Simulation and Modeling Methodologies, Technologies and Applications, July 29 - 31, 201, Lisbon, Portugal, SCITEPRESS = Science and Technology Publications, 2016, 262-269.
MLAKAR, Primož, KOKAL, Dragana, GRAŠIČ, Boštjan, BOŽNAR, Marija, GRADIŠAR, Dejan, KOCIJAN, Juš. Validation of the performance of meteorological forecasts in fine spatial and temporal resolution designed as an input for dispersion models. BOZÓ, László (ur.), FERRENCZI, Zita (ur.), PUSKÁS, Márta T. (ur.). Proceedings, fHARMO-17, 17th International Conference on Harmonisation within Atmospheric Dispersion Modelling for Regulatory Purposes, 9-12 May 2016, Budapest, Hungary, Budapest: Hungarian Meteorolgical Service, 2016, 30-35.
BOŽNAR, Marija, GRAŠIČ, Boštjan, MLAKAR, Primož, GRADIŠAR, Dejan, KOCIJAN, Juš. Analysis of the daily cycles in the data on air pollution through the use of advanced analytical tools. BOZÓ, László (ur.), FERRENCZI, Zita (ur.), PUSKÁS, Márta T. (ur.). Proceedings, fHARMO-17, 17th International Conference on Harmonisation within Atmospheric Dispersion Modelling for Regulatory Purposes, 9-12 May 2016, Budapest, Hungary, Budapest: Hungarian Meteorolgical Service, 2016, 171-176.
MLAKAR, Primož, BOŽNAR, Marija, GRAŠIČ, Boštjan, OLIVEIRA, Amauri Pereira de, SOARES, Jacyra Ramos, GRADIŠAR, Dejan, KOCIJAN, Juš. Modeliranje difuznega sončnega obseva. KUHAR, Miran (ur.), et al. Raziskave s področja geodezije in geofizike 2014 : zbornik del 20. srečanje Slovenskega združenja za geodezijo in geofiziko, Ljubljana, 29. januar 2015, Ljubljana: Fakulteta za gradbeništvo in geodezijo, 2015.
GRADIŠAR, Dejan, STEPANČIČ, Martin, BOŽNAR, Marija, MLAKAR, Primož, GRAŠIČ, Boštjan, KOCIJAN, Juš. Napovedovanje koncentracije ozona s samorazvijajočim se modelom na podlagi Gaussovih procesov. MUŠKINJA, Nenad (ur.), ROTOVNIK, Milan (ur.). Zbornik devete konference Avtomatizacija v industriji in gospodarstvu, 9. in 10. april 2015, Maribor, Slovenija, Maribor: Društvo avtomatikov Slovenije, 2015.
PETELIN, Dejan, KOCIJAN, Juš. Evolving Gaussian process models for predicting chaotic time-series. IEEE Conference on Evolving and Adaptive Intelligent Systems, June 2-4, 2014, Linz, Austria. IEEE EAIS 2014, IEEE, 2014.
ALEKSOVSKI, Darko, KOCIJAN, Juš, DŽEROSKI, Sašo. Model tree ensembles for the identification of multiple-output systems. ECC 14, European Control Conference, June 24-27, 2014, Strasbourg, France, European Control Association, 2014, 750-755.
STEPANČIČ, Martin, KOCIJAN, Juš. Vodenje nestabilnega hidravličnega sistema z modelom na podlagi Gaussovih procesov. 6. industrijski forum IRT, Portorož, 9.-11. junij 2014. ŠVETAK, Darko (ur.). Vir znanja in izkušenj za stroko : zbornik foruma, Škofljica: Profidtp, 2014, 35-40.
PETELIN, Dejan, MLAKAR, Primož, BOŽNAR, Marija, GRAŠIČ, Boštjan, KOCIJAN, Juš. Ozone forecasting using Gaussian processes and perceptron neural networks. 16th International Conference on Harmonisation within Atmospheric Dispersion Modelling for Regulatory Purposes, 8-11 September 2014, Varna, Bulgaria. BATCHVAROVA, Ekaterina (ed.), KIROVA, Hristina (ed.), HRISTOVA, Elena (ed.). HARMO 16 : proceedings, Sofia: National Institute of Meteorology and Hydrology, Bulgarian Academy of Sciences, 2014.
STEPANČIČ, Martin, KOCIJAN, Juš. Model predictive control of bioreactor with evolving Gaussian process model. 6. študentska konferenca Mednarodne podiplomske šole Jožefa Stefan = 6th Jožef Stefan International Postgraduate School Students' Conference, 20.-22. 05. 2014, Ljubljana. TRDIN, Nejc (ur.), et al. Zbornik : 1. del = Proceedings : part 1, Ljubljana: Mednarodna podiplomska šola Jožefa Stefana, 2014, 151-160.
GOLJEVŠČEK, Luka, KOCIJAN, Juš. Comparison between Gaussian process regression and support vector machines regression. Proceedings of the 16th International Multiconference Information Society - IS 2013, October 7th-11th, 2013, Ljubljana, Slovenia, Ljubljana: Institut Jožef Stefan, 2013, 47-50.
GRAŠIČ, Boštjan, MLAKAR, Primož, BOŽNAR, Marija, KOCIJAN, Juš, TINARELLI, Gianni. High quality air pollution dispersion modelling using high computational performance Lagrangian particle model. Proceedings of the 15th International Conference on Harmonisation within Atmospheric Dispersion Modelling for Regulatory Purposes, Madrid, Spain, 6-9 May 2013, Madrid: Computer Science School, 2013, 337-342.

Samostojni znanstveni sestavek ali poglavje v monografski publikaciji (1.16)

KOCIJAN, Juš, PETELIN, Dejan. Closed-loop control with evolving Gaussian process models. DIMIROVSKI, Georgi M. (ed.). Complex systems : relationships between control, communicatins and computing, (Studies in systems, decision and control, ISSN 2198-4182, vol. 55), Springer, 2016.
KOCIJAN, Juš, GRANCHAROVA, Alexandra. Application of Gaussian processes to the modelling and control in process engineering. BALAS, Valentina Emilia (ed.), JAIN, Lakhmi (ed.), KOPRINKOVA-HRISTOVA, Petia (ed.). Innovations in intelligent machines-5 : computational intelligence in control systems engineering, (Studies in computational intelligence, ISSN 1860-949X, 561), Berlin; Heidelberg: Spinger-Verlag, 2014, 155-190.
KOCIJAN, Juš. The divide-and-Conquer method for modelling and control of nonlinear s ystems : some important issues concerning its application. STRMČNIK, Stanko (ed.), JURIČIĆ, Đani (ed.). Case studies in control : putting theory to work, (Advances in industrial control, ISSN 1430-9491), London [etc.]: Springer, 2013, 101-126.
GERKŠIČ, Samo, DOLANC, Gregor, VRANČIĆ, Damir, KOCIJAN, Juš, STRMČNIK, Stanko, BLAŽIČ, Sašo, ŠKRJANC, Igor, MARINŠEK, Zoran, BOŽIČEK, Miha, STATHAKI, Anna, KING, Robert Bruce, HADJISKI, Mincho B., BOSHNAKOV, Kosta. A PLC-based system for advanced control. STRMČNIK, Stanko (ed.), JURIČIĆ, Đani (ed.). Case studies in control : putting theory to work, (Advances in industrial control, ISSN 1430-9491), London [etc.]: Springer, 2013, 327-361.
PETELIN, Dejan, KOCIJAN, Juš. Streaming-data selection for Gaussian-process modeling. BORGELT, Christian. Towards advanced data analysis by combining soft computing and statistics, (Studies in fuzziness and soft computing, vol. 285). Heidelberg, Springer, 2013, 177-190.

Znanstvena monografija (2.01)

KOCIJAN, Juš. Modelling and control of dynamic systems using Gaussian process models, (Advances in industrial control). Springer, 2016.

Univerzitetni ali visokošolski učbenik z recenzijo (2.03)

KOCIJAN, Juš, STRMČNIK, Stanko. Osnove avtomatskega vodenja. , Založba Univerze v Novi Gorici, 2016.

Znanstveni terminološki slovar, enciklopedija ali tematski leksikon (2.27)

KARBA, Rihard, KARER, Gorazd, KOCIJAN, Juš, BAJD, Tadej, ŽAGAR KARER, Mojca. Terminološki slovar avtomatike, (Zbirka Terminologišče). , Ljubljana: Založba ZRC, 2018, 2., dopolnjena in pregledana izd.
KARBA, Rihard, KARER, Gorazd, KOCIJAN, Juš, BAJD, Tadej, ŽAGAR KARER, Mojca. Terminološki slovar avtomatike. , Ljubljana: Založba ZRC, 2014.