Search Results - "Kocijan, Jus"

Design of a hybrid mechanistic/Gaussian process model to predict full-scale wastewater treatment plant effluent by Hvala, Nadja, Kocijan, Juš

“…•Hybrid mechanistic/data-driven model improves the prediction accuracy of wastewater treatment plant model•Serial data-driven model is designed for gap-filling…”
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Input variable selection using machine learning and global sensitivity methods for the control of sludge bulking in a wastewater treatment plant by Hvala, Nadja, Kocijan, Juš

“…•Sludge bulking is a severe condition in wastewater-treatment-plant operation.•Machine learning helps to find relationships in the process data for bulking…”
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Distributed predictive control based on Gaussian process models by Grancharova, Alexandra, Valkova, Ivana, Hvala, Nadja, Kocijan, Juš

“…A suboptimal approach to distributed NMPC is proposed based on Gaussian process models of the interconnected systems dynamics and taking into account the…”
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Near-infrared spectroscopy of the placenta for monitoring fetal oxygenation during labour by Ražem, Katja, Kocijan, Juš, Podbregar, Matej, Lučovnik, Miha

“…Although being the golden standard for intrapartum fetal surveillance, cardiotocography (CTG) has been shown to have poor specificity for detecting fetal…”
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Predictive control of a gas–liquid separation plant based on a Gaussian process model by Likar, Bojan, Kocijan, Juš

“…Gaussian process models provide a probabilistic non-parametric modelling approach for black-box identification of non-linear dynamic systems. The Gaussian…”
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Simulation of variational Gaussian process NARX models with GPGPU by Krivec, Tadej, Papa, Gregor, Kocijan, Juš

“…Gaussian processes (GP) regression is a powerful probabilistic tool for modeling nonlinear dynamical systems. The downside of the method is its cubic…”
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Ensembles of Fuzzy Linear Model Trees for the Identification of Multioutput Systems by Aleksovski, Darko, Kocijan, Jus, Dzeroski, Saso

“…We address the task of discrete-time modeling of nonlinear dynamic systems with multiple outputs using measured data. In the area of control engineering, this…”
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Introduction to the special issue on Intelligent Control and Optimisation by Guelton, Kevin, Guerra, Thierry, Susto, Gian Antonio, Kocijan, Juš, Romeres, Diego

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Dynamic System Identification of Underwater Vehicles Using Multi-Output Gaussian Processes by Ramirez, Wilmer Ariza, Kocijan, Juš, Leong, Zhi Quan, Nguyen, Hung Duc, Jayasinghe, Shantha Gamini

“…Non-parametric system identification with Gaussian processes for underwater vehicles is explored in this research with the purpose of modelling autonomous…”
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Data-driven method for the improving forecasts of local weather dynamics by Krivec, Tadej, Kocijan, Juš, Perne, Matija, Grašic, Boštjan, Božnar, Marija Zlata, Mlakar, Primož

“…This paper describes the modeling approach for lower atmosphere dynamics in a selected location. The purpose of this model is to provide short-term and…”
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Evolving Gaussian process models for prediction of ozone concentration in the air by Petelin, Dejan, Grancharova, Alexandra, Kocijan, Juš

“…Ozone is one of the main air pollutants with harmful influence to human health. Therefore, predicting the ozone concentration and informing the population when…”
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Surrogate modelling for the forecast of Seveso-type atmospheric pollutant dispersion by Kocijan, Juš, Hvala, Nadja, Perne, Matija, Mlakar, Primož, Grašič, Boštjan, Božnar, Marija Zlata

“…This paper presents a framework for the development of a computationally-efficient surrogate model for air pollution dispersion. Numerical simulation of air…”
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Surrogate tree ensemble model representing 2D population doses over complex terrain in the event of a radiological release into the air by Hvala, Nadja, Mlakar, Primož, Grašič, Boštjan, Božnar, Marija Zlata, Perne, Matija, Kocijan, Juš

“…Atmospheric dispersion models predict the dispersion of harmful substances in case of accidents at industrial facilities and nuclear power plants (NPPs)…”
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Equation Discovery for Nonlinear System Identification by Simidjievski, Nikola, Todorovski, Ljupco, Kocijan, Jus, Dzeroski, Saso

“…Equation discovery methods enable modelers to combine domain-specific knowledge and system identification to construct models most suitable for a selected…”
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Sequencing batch-reactor control using Gaussian-process models by Kocijan, Juš, Hvala, Nadja

“…•A novel framework for the optimisation of phases duration in the SBR operation.•Signal smoothing and the transitions recognition are done within the same…”
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Introduction to Dependence Relations and Their Links to Algebraic Hyperstructures by Cristea, Irina, Kocijan, Juš, Novák, Michal

“…The aim of this paper is to study, from an algebraic point of view, the properties of interdependencies between sets of elements (i.e., pieces of secrets,…”
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Explicit stochastic predictive control of combustion plants based on Gaussian process models by Grancharova, Alexandra, Kocijan, Juš, Johansen, Tor A.

“…Energy production is one of the largest sources of air pollution. A feasible method to reduce the harmful flue gases emissions and to increase the efficiency…”
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On-line algorithm for ground-level ozone prediction with a mobile station by Kocijan, Juš, Gradišar, Dejan, Božnar, Marija Zlata, Grašič, Boštjan, Mlakar, Primož

“…It is important to be able to predict high concentrations of tropospheric ozone and to inform the population about any violations of air-quality standards, as…”
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Multi-criteria analyses of wastewater treatment bio-processes under an uncertainty and a multiplicity of steady states by Južnič-Zonta, Živko, Kocijan, Juš, Flotats, Xavier, Vrečko, Darko

“…This paper presents a multi-criteria evaluation methodology for determining the operating strategies for bio-chemical, wastewater treatment plants based on a…”
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Improving wind vector predictions for modelling of atmospheric dispersion during Seveso-type accidents by Perne, Matija, Božnar, Marija Zlata, Grašič, Boštjan, Mlakar, Primož, Kocijan, Juš

“…In case of a major accident involving airborne emissions of harmful gases, a temporary portable meteorological station may be used to improve atmospheric…”
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