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2024

Numerical analysis of small-strain elasto-plastic deformation using local radial basis function approximation with Picard iteration

STRNIŠA, Filip, JANČIČ, Mitja, KOSEC, Gregor.
Numerical analysis of small-strain elasto-plastic deformation using local radial basis function approximation with Picard iteration.
Applied Mathematical Modelling. [Online ed.]. [In press] 2024, vol., [article no.] 115714, pp. 1-25, illustrated. ISSN 1872-8480.
ScienceDirect link, DOI: 10.1016/j.apm.2024.115714.
COBISS.SI-ID 208700163

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BibTex
@article{STRNISA2025115714,
    title = {Numerical analysis of small-strain elasto-plastic deformation using local Radial Basis Function approximation with Picard iteration},
    journal = {Applied Mathematical Modelling},
    volume = {137},
    pages = {115714},
    year = {2025},
    issn = {0307-904X},
    doi = {https://doi.org/10.1016/j.apm.2024.115714},
    url = {https://www.sciencedirect.com/science/article/pii/S0307904X24004670},
    author = {Filip Strniša and Mitja Jančič and Gregor Kosec},
    keywords = {Meshless, Plasticity, Isotropic hardening, von Mises model, Picard iteration, RBF-FD, Plane strain},
    abstract = {In this paper, we discuss a von Mises plasticity model with nonlinear isotropic hardening assuming small strains in a plane strain example of internally pressurised thick-walled cylinder subjected to different loading conditions. The elastic deformation is modelled using the Navier-Cauchy equation. In regions where the von Mises stress exceeds the yield stress, corrections are made locally through a return mapping algorithm. We present a novel method that uses a Radial Basis Function-Finite Difference (RBF-FD) approach with Picard iteration to solve the system of nonlinear equations arising from plastic deformation. This technique eliminates the need to stabilise the divergence operator and avoids special positioning of the boundary nodes, while preserving the elegance of the meshless discretisation and avoiding the introduction of new parameters that would require tuning. The results of the proposed method are compared with analytical and Finite Element Method (FEM) solutions. The results show that the proposed method achieves comparable accuracy to FEM while offering significant advantages in the treatment of complex geometries without the need for conventional meshing or special treatment of boundary nodes or differential operators.}
}

Strong form mesh-free hp-adaptive solution of linear elasticity problem

JANČIČ, Mitja, KOSEC, Gregor.
Strong form mesh-free hp-adaptive solution of linear elasticity problem.
Engineering with Computers. [Online ed.]. Apr. 2024, vol. 40, iss. 2, pp. 1027-1047, illustrated. ISSN 1435-5663.
Springer Link, DOI: 10.1007/s00366-023-01843-6.
COBISS.SI-ID 153678339

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BibTex
@article{Jancic2023,
    author   = {Jan{\v{c}}i{\v{c}}, Mitja
                and Kosec, Gregor},
    title    = {Strong form mesh-free hp-adaptive solution of linear elasticity problem},
    journal  = {Engineering with Computers},
    year     = {2023},
    month    = {May},
    day      = {27},
    abstract = {We present an algorithm for hp-adaptive collocation-based mesh-free numerical analysis of partial differential equations. Our solution procedure follows a well-established iterative solve--estimate--mark--refine paradigm. The solve phase relies on the Radial Basis Function-generated Finite Differences (RBF-FD) using point clouds generated by advancing front node positioning algorithm that supports variable node density. In the estimate phase, we introduce an Implicit-Explicit (IMEX) error indicator, which assumes that the error relates to the difference between the implicitly obtained solution (from the solve phase) and a local explicit re-evaluation of the PDE at hand using a higher order approximation. Based on the IMEX error indicator, the modified Texas Three Step marking strategy is used to mark the computational nodes for h-, p- or hp-(de-)refinement. Finally, in the refine phase, nodes are repositioned and the order of the method is locally redefined using the variable order of the augmenting monomials according to the instructions from the mark phase. The performance of the introduced hp-adaptive method is first investigated on a two-dimensional Peak problem and further applied to two- and three-dimensional contact problems. We show that the proposed IMEX error indicator adequately captures the global behaviour of the error in all cases considered and that the proposed hp-adaptive solution procedure significantly outperforms the non-adaptive approach. The proposed hp-adaptive method stands for another important step towards a fully autonomous numerical method capable of solving complex problems in realistic geometries without the need for user intervention.},
    issn     = {1435-5663},
    doi      = {10.1007/s00366-023-01843-6},
    url      = {https://doi.org/10.1007/s00366-023-01843-6}
}

Meshless interface tracking for the simulation of dendrite envelope growth

JANČIČ, Mitja, ZALOŽNIK, Miha, KOSEC, Gregor.
Meshless interface tracking for the simulation of dendrite envelope growth.
Journal of Computational Physics. 15 Jun. 2024, vol. 507, [article no.] 112973, pp. 1-24. ISSN 1090-2716.
DOI: 10.1016/j.jcp.2024.112973.
COBISS.SI-ID 191242243

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BibTex
@article{JANCIC2024112973,
    title = {Meshless interface tracking for the simulation of dendrite envelope growth},
    journal = {Journal of Computational Physics},
    volume = {507},
    pages = {112973},
    year = {2024},
    issn = {0021-9991},
    doi = {https://doi.org/10.1016/j.jcp.2024.112973},
    url = {https://www.sciencedirect.com/science/article/pii/S0021999124002225},
    author = {Mitja Jančič and Miha Založnik and Gregor Kosec},
    keywords = {GEM, Meshless, Moving boundary, Dendrite, RBF-FD, Solidification},
    abstract = {The growth of dendritic grains during solidification is often modelled using the Grain Envelope Model (GEM), in which the envelope of the dendrite is an interface tracked by the Phase Field Interface Capturing (PFIC) method. In the PFIC method, an phase-field equation is solved on a fixed mesh to track the position of the envelope. While being versatile and robust, PFIC introduces certain numerical artefacts. In this work, we present an alternative approach for the solution of the GEM that employs a Meshless (sharp) Interface Tracking (MIT) formulation, which uses direct, artefact-free interface tracking. In the MIT, the envelope (interface) is defined as a moving domain boundary and the interface-tracking nodes are boundary nodes for the diffusion problem solved in the domain. To increase the accuracy of the method for the diffusion-controlled moving-boundary problem, an h-adaptive spatial discretization is used, thus, the node spacing is refined in the vicinity of the envelope. MIT combines a parametric surface reconstruction, a mesh-free discretization of the parametric surfaces and the space enclosed by them, and a high-order approximation of the partial differential operators and of the solute concentration field using radial basis functions augmented with monomials. The proposed method is demonstrated on a two-dimensional h-adaptive solution of the diffusive growth of dendrite and evaluated by comparing the results to the PFIC approach. It is shown that MIT can reproduce the results calculated with PFIC, that it is convergent and that it can capture more details in the envelope shape than PFIC with a similar spatial discretization.}
}

Some observations regarding the RBF-FD approximation accuracy dependence on stencil size

KOLAR-POŽUN, Andrej, JANČIČ, Mitja, ROT, Miha, KOSEC, Gregor.
Some observations regarding the RBF-FD approximation accuracy dependence on stencil size.
Journal of Computational Science. 2024, vol. 79, art. 102284, 12 pp. ISSN 1877-7503.
Repozitorij Univerze v Ljubljani – RUL, DOI: 10.1016/j.jocs.2024.102284.
COBISS.SI-ID 194478851

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BibTex
@article{KOLARPOZUN2024102284,
    title = {Some observations regarding the RBF-FD approximation accuracy dependence on stencil size},
    journal = {Journal of Computational Science},
    volume = {79},
    pages = {102284},
    year = {2024},
    issn = {1877-7503},
    doi = {https://doi.org/10.1016/j.jocs.2024.102284},
    url = {https://www.sciencedirect.com/science/article/pii/S1877750324000772},
    author = {Andrej Kolar-Požun and Mitja Jančič and Miha Rot and Gregor Kosec},
    keywords = {Meshless, Stencil, RBF-FD, PHS},
    abstract = {When solving partial differential equations on scattered nodes using the Radial Basis Function-generated Finite Difference (RBF-FD) method, one of the parameters that must be chosen is the stencil size. Focusing on Polyharmonic Spline RBFs with monomial augmentation, we observe that it affects the approximation accuracy in a particularly interesting way — the solution error oscillates under increasing stencil size. We find that we can connect this behaviour with the spatial dependence of the signed approximation error. Based on this observation we are able to introduce a numerical quantity that could indicate whether a given stencil size is locally optimal. This work is an extension of our ICCS 2023 conference paper (Kolar-Požun et al., 2023).}
}

Spatially dependent node regularity in meshless approximation of partial differential equations

ROT, Miha, JANČIČ, Mitja, KOSEC, Gregor.
Spatially dependent node regularity in meshless approximation of partial differential equations.
Journal of Computational Science. 2024, vol. 79, art. 102306, 14 pp. ISSN 1877-7503.
DOI: 10.1016/j.jocs.2024.102306.
COBISS.SI-ID 195505923

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BibTex
@article{ROT2024102306,
    title = {Spatially dependent node regularity in meshless approximation of partial differential equations},
    journal = {Journal of Computational Science},
    volume = {79},
    pages = {102306},
    year = {2024},
    issn = {1877-7503},
    doi = {https://doi.org/10.1016/j.jocs.2024.102306},
    url = {https://www.sciencedirect.com/science/article/pii/S1877750324000991},
    author = {Miha Rot and Mitja Jančič and Gregor Kosec},
    keywords = {LRBFCM, RBF-FD, RBF, Meshless, Node regularity, Navier–Stokes equation, Natural convection, Navier-Cauchy equation, Boussinesq’s problem},
    abstract = {In this paper, we address a way to reduce the total computational cost of meshless approximation by reducing the required stencil size through spatially varying computational node regularity. Rather than covering the entire domain with scattered nodes, only regions with geometric details are covered with scattered nodes, while the rest of the domain is discretized with regular nodes. A simpler approximation can be used in regions covered by regular nodes, effectively reducing the required stencil size and computational cost compared to the approximation on scattered nodes where a set of polyharmonic splines is added to ensure convergent behaviour. This paper is an extended version of conference paper entitled “Spatially-varying meshless approximation method for enhanced computational efficiency” (Jančič et al., 2023) presented at “International Conference on Computational Science (ICCS) 2023”. The paper is extended with discussion on development and implementation of a hybrid regular-scattered node positioning algorithm (HyNP). The performance of the proposed HyNP algorithm is analysed in terms of separation distance and maximal empty sphere radius. Furthermore, it is demonstrated that HyNP nodes can be used for solving problems from fluid flow and linear elasticity, both in 2D and 3D, using meshless methods. The extension also provides additional analyses of computational efficiency and accuracy of the numerical solution obtained on the spatially-variable regularity of discretization nodes. In particular, different levels of refinement aggressiveness and scattered layer widths are considered to exploit the computational efficiency gains offered by such solution procedure.}
}

Meshless adaptive solution procedure for efficient solving of partial differential equations (Doctoral Dissertation)

JANČIČ, Mitja.
Meshless adaptive solution procedure for efficient solving of partial differential equations: doctoral dissertation = Prilagodljive brezmrežne metode za učinkovito reševanje parcialnih diferencialnih enačb: doktorska disertacija.
Ljubljana: [M. Jančič], 2024. XI, 125 pp., illustrated.
COBISS.SI-ID 191223043

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BibTex
@phdthesis{mythesis,
    title        = {Meshless Adaptive Solution Procedure for Efficient Solving of Partial Differential Equations},
    author       = {Mitja Jančič},
    year         = 2024,
    month        = {January},
    address      = {Ljubljana, Slovenia},
    school       = {International Postgraduate School Jozef Stefan},
    type         = {PhD thesis}
}

Microscale meteorological models over complex terrain

JANČIČ, Mitja, DEPOLLI, Matjaž, KOLAR-POŽUN, Andrej, ROT, Miha, ROGAN, Adrijan, MOHORČIČ, Miha, KOSEC, Gregor.
Microscale meteorological models over complex terrain.
Ljubljana: Institut "Jožef Stefan", 2024. 1 digital resource (PDF, XIII, 112 pp.), illustrated.
IJS Delovno poročilo, 14673. Link.
COBISS.SI-ID 189639171

2023

Oscillatory behaviour of the RBF-FD approximation accuracy under increasing stencil size

KOLAR-POŽUN, Andrej, JANČIČ, Mitja, ROT, Miha, KOSEC, Gregor.
Oscillatory behaviour of the RBF-FD approximation accuracy under increasing stencil size.
In: MIKYŠKA, Jiří (ed.). Computational Science - ICCS 2023: 23rd International Conference, Prague, Czech Republic, July 3-5, 2023, Proceedings, Part IV. 1st ed. Cham: Springer, cop. 2023. pp. 515-522, illustrated. Lecture Notes in Computer Science, 10476. ISBN 978-3-031-36027-5.
Springer Link, DOI: 10.1007/978-3-031-36027-5_40.
COBISS.SI-ID 158506499

BibTex
@InProceedings{10.1007/978-3-031-36027-5_40,
    author="Kolar-Po{\v{z}}un, Andrej
    and Jan{\v{c}}i{\v{c}}, Mitja
    and Rot, Miha
    and Kosec, Gregor",
    editor="Miky{\v{s}}ka, Ji{\v{r}}{\'i}
    and de Mulatier, Cl{\'e}lia
    and Paszynski, Maciej
    and Krzhizhanovskaya, Valeria V.
    and Dongarra, Jack J.
    and Sloot, Peter M.A.",
    title="Oscillatory Behaviour of the RBF-FD Approximation Accuracy Under Increasing Stencil Size",
    booktitle="Computational Science -- ICCS 2023",
    year="2023",
    publisher="Springer Nature Switzerland",
    address="Cham",
    pages="515--522",
    abstract="When solving partial differential equations on scattered nodes using the Radial Basis Function generated Finite Difference (RBF-FD) method, one of the parameters that must be chosen is the stencil size. Focusing on Polyharmonic Spline RBFs with monomial augmentation, we observe that it affects the approximation accuracy in a particularly interesting way - the solution error oscillates under increasing stencil size. We find that we can connect this behaviour with the spatial dependence of the signed approximation error. Based on this observation we are then able to introduce a numerical quantity that indicates whether a given stencil size is locally optimal.",
    isbn="978-3-031-36027-5"
}

Spatially-varying meshless approximation method for enhanced computational efficiency

JANČIČ, Mitja, ROT, Miha, KOSEC, Gregor.
Spatially-varying meshless approximation method for enhanced computational efficiency.
In: MIKYŠKA, Jiří (ed.). Computational Science - ICCS 2023: 23rd International Conference, Prague, Czech Republic, July 3-5, 2023, Proceedings, Part IV. 1st ed. Cham: Springer, cop. 2023. pp. 500-514, illustrated. Lecture Notes in Computer Science, 10476. ISBN 978-3-031-36027-5.
Springer Link, DOI: doi.org/10.1007/978-3-031-36027-5_39.
COBISS.SI-ID 158501123

BibTex
@InProceedings{10.1007/978-3-031-36027-5_39,
    author="Jan{\v{c}}i{\v{c}}, Mitja
    and Rot, Miha
    and Kosec, Gregor",
    editor="Miky{\v{s}}ka, Ji{\v{r}}{\'i}
    and de Mulatier, Cl{\'e}lia
    and Paszynski, Maciej
    and Krzhizhanovskaya, Valeria V.
    and Dongarra, Jack J.
    and Sloot, Peter M.A.",
    title="Spatially-Varying Meshless Approximation Method for Enhanced Computational Efficiency",
    booktitle="Computational Science -- ICCS 2023",
    year="2023",
    publisher="Springer Nature Switzerland",
    address="Cham",
    pages="500--514",
    abstract="In this paper, we address a way to reduce the total computational cost of meshless approximation by reducing the required stencil size through spatially varying computational node regularity. Rather than covering the entire domain with scattered nodes, only regions with geometric details are covered with scattered nodes, while the rest of the domain is discretized with regular nodes. A simpler approximation using solely monomial basis can be used in regions covered by regular nodes, effectively reducing the required stencil size and computational cost compared to the approximation on scattered nodes where a set of polyharmonic splines is added to ensure convergent behaviour.",
    isbn="978-3-031-36027-5"
}

hp-adaptive RBF-FD method

KOSEC, Gregor, JANČIČ, Mitja.
hp-adaptive RBF-FD method.
In: SIAM 2023: SIAM Conference on Computational Science and Engineering (CSE23), February 7-March 3, 2023, Amsterdam, The Netherlands: searchable abstracts document. Philadelphia (PA): SIAM, 2023. p. 407, illustrated.
Conference Abstract PDF.
COBISS.SI-ID 144446467

2022

Uncertainty assessment of dynamic thermal line rating for operational use at transmission system operators

RASHKOVSKA, Aleksandra, JANČIČ, Mitja, DEPOLLI, Matjaž, KOSMAČ, Janko, KOSEC, Gregor.
Uncertainty assessment of dynamic thermal line rating for operational use at transmission system operators.
IEEE Transactions on Power Systems. [Print ed.]. Nov. 2022, vol. 37, iss. 6, pp. 4642-4650, illustrated. ISSN 0885-8950.
DOI: 10.1109/TPWRS.2022.3144740.
COBISS.SI-ID 95914243

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BibTex
@ARTICLE{9693185,
    author={Rashkovska, Aleksandra and Jančič, Mitja and Depolli, Matjaž and Kosmač, Janko and Kosec, Gregor},
    journal={IEEE Transactions on Power Systems}, 
    title={Uncertainty Assessment of Dynamic Thermal Line Rating for Operational Use at Transmission System Operators}, 
    year={2022},
    volume={37},
    number={6},
    pages={4642-4650},
    keywords={Weather forecasting;Uncertainty;Temperature measurement;Transmission line measurements;Probability distribution;Predictive models;Monte Carlo methods;Ampacity;dynamic thermal rating;transmission line;transmission system operator;uncertainty;forecast;probability distribution function;Monte Carlo},
    doi={10.1109/TPWRS.2022.3144740}
}

A meshless solution of a small-strain plasticity problem

STRNIŠA, Filip, JANČIČ, Mitja, KOSEC, Gregor.
A meshless solution of a small-strain plasticity problem.
In: VRČEK, Neven (ed.). 2022 45th Jubilee International Convention on Information, Communication and Electronic Technology (MIPRO). May 23-27, 2022, Opatija, Croatia: proceedings. Rijeka: Croatian Society for Information, Communication and Electronic Technology - MIPRO, 2022. pp. 257-262, illustrated. ISBN 978-953-233-103-5.
IEEE link, DOI: 10.23919/MIPRO55190.2022.9803585.
COBISS.SI-ID 114153987

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BibTex
@INPROCEEDINGS{9803585,
    author={Strniša, Filip and Jančič, Mitja and Kosec, Gregor},
    booktitle={2022 45th Jubilee International Convention on Information, Communication and Electronic Technology (MIPRO)}, 
    title={A Meshless Solution of a Small-Strain Plasticity Problem}, 
    year={2022},
    volume={},
    number={},
    pages={257-262},
    doi={10.23919/MIPRO55190.2022.9803585}
}

Stability analysis of RBF-FD and WLS based local strong form meshless methods on scattered nodes

JANČIČ, Mitja, KOSEC, Gregor.
Stability analysis of RBF-FD and WLS based local strong form meshless methods on scattered nodes.
In: VRČEK, Neven (ed.). 2022 45th Jubilee International Convention on Information, Communication and Electronic Technology (MIPRO). May 23-27, 2022, Opatija, Croatia: proceedings. Rijeka: Croatian Society for Information, Communication and Electronic Technology - MIPRO, 2022. pp. 275-280, illustrated. ISBN 978-953-233-103-5.
IEEE link, DOI: 10.23919/MIPRO55190.2022.9803334.
COBISS.SI-ID 114047235

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BibTex
@INPROCEEDINGS{9803334,
    author={Jančič, Mitja and Kosec, Gregor},
    booktitle={2022 45th Jubilee International Convention on Information, Communication and Electronic Technology (MIPRO)}, 
    title={Stability analysis of RBF-FD and WLS based local strong form meshless methods on scattered nodes}, 
    year={2022},
    volume={},
    number={},
    pages={275-280},
    doi={10.23919/MIPRO55190.2022.9803334}
}

2021

Monomial augmentation guidelines for RBF-FD from accuracy versus computational time perspective

JANČIČ, Mitja, SLAK, Jure, KOSEC, Gregor.
Monomial augmentation guidelines for RBF-FD from accuracy versus computational time perspective.
Journal of Scientific Computing. 2021, vol. 87, pp. 9-1–9-18. ISSN 0885-7474.
DOI: 10.1007/s10915-020-01401-y.
COBISS.SI-ID 52715011

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BibTex
@article{janvcivc2021monomial,
    title={Monomial augmentation guidelines for rbf-fd from accuracy versus computational time perspective},
    author={Jan{\v{c}}i{\v{c}}, Mitja and Slak, Jure and Kosec, Gregor},
    journal={Journal of Scientific Computing},
    volume={87},
    number={1},
    pages={1--18},
    year={2021},
    publisher={Springer}
}

p-refined RBF-FD solution of a Poisson problem

JANČIČ, Mitja, SLAK, Jure, KOSEC, Gregor.
p-refined RBF-FD solution of a Poisson problem.
In:
6th Hybrid International Conference on Smart and Sustainable Technologies, September 8-11, 2021, Split and Bol, Croatia*. [S. l.]: IEEE, 2021. 6 pp.
IEEE link.
COBISS.SI-ID 76379395

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BibTex
@inproceedings{janvcivc2021p,
    title={p-refined RBF-FD solution of a Poisson problem},
    author={Jan{\v{c}}i{\v{c}}, Mitja and Slak, Jure and Kosec, Gregor},
    booktitle={2021 6th International Conference on Smart and Sustainable Technologies (SpliTech)},
    pages={01--06},
    year={2021},
    organization={IEEE}
}

Discretized boundary surface reconstruction

JANČIČ, Mitja, CVRTILA, Viktor, KOSEC, Gregor.
Discretized boundary surface reconstruction.
In: SKALA, Karolj (ed.). MIPRO 2021: 44th International Convention, September 27 - October 1, 2021, Opatija, Croatia: proceedings. Rijeka: Croatian Society for Information and Communication Technology, Electronics and Microelectronics - MIPRO, 2021. pp. 304-309. MIPRO. ISSN 1847-3946.
COBISS.SI-ID 85509635

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BibTex
@inproceedings{janvcivc2021discretized,
    title={Discretized boundary surface reconstruction},
    author={Jan{\v{c}}i{\v{c}}, Mitja and Cvrtila, Viktor and Kosec, Gregor},
    booktitle={2021 44th International Convention on Information, Communication and Electronic Technology (MIPRO)},
    pages={278--283},
    year={2021},
    organization={IEEE}
}

2020

GPU accelerated RBF-FD solution of Poisson's equation

JANČIČ, Mitja, SLAK, Jure, KOSEC, Gregor.
GPU accelerated RBF-FD solution of Poisson's equation.
In: SKALA, Karolj (ed.). MIPRO 2020: 43rd International Convention, September 28 - October 2, 2020, Opatija, Croatia: mipro proceedings. Rijeka: Croatian Society for Information and Communication Technology, Electronics and Microelectronics - MIPRO, 2020. pp. 214-218. MIPRO. (CD-ROM). ISSN 1847-3946.
IEEE link, DOI: 10.23919/MIPRO48935.2020.9245221.
COBISS.SI-ID 36556291

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BibTex
@inproceedings{janvcivc2020gpu,
    title={GPU accelerated RBF-FD solution of Poisson’s equation},
    author={Jan{\v{c}}i{\v{c}}, Mitja and Slak, Jure and Kosec, Gregor},
    booktitle={2020 43rd International Convention on Information, Communication and Electronic Technology (MIPRO)},
    pages={214--218},
    year={2020},
    organization={IEEE}
}

Konceptualna rešitev ocenjevanja negotovosti dinamičnega termičnega toka kot rezultata DTR procesa

KOSEC, Gregor, RASHKOVSKA, Aleksandra, JANČIČ, Mitja, DEPOLLI, Matjaž, SLAK, Jure, BLAŽIČ, Boštjan, ILKOVSKI, Marjan.
Konceptualna rešitev ocenjevanja negotovosti dinamičnega termičnega toka kot rezultata DTR procesa: študija: Modul za izračun negotovosti rezultatov.
Ljubljana: Institut Jožef Stefan, 2020. 90 pp., illustrated. ELES_MN_Report.pdf.
Dropbox link.
COBISS.SI-ID 49848835

2018

Identification of atmospheric variable using deep Gaussian processes

JANČIČ, Mitja, KOCIJAN, Juš, GRAŠIČ, Boštjan.
Identification of atmospheric variable using deep Gaussian processes.
In: Proceedings of the 1st IFAC Workshop on Integrated Assessment Modelling for Environmental Systems, IAMES 2018, May 10-11, 2018, Brescia, Italy. New York: International Federation of Automatic Control - IFAC, 2018. vol. 51, no. 5, pp. 43-48. IFAC Papers Online, vol. 51, no. 5, 2018. ISSN 2405-8963.
DOI: 10.1016/j.ifacol.2018.06.197.
COBISS.SI-ID 31482919

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BibTex
@article{janvcivc2018identification,
    title={Identification of atmospheric variable using Deep Gaussian processes},
    author={Jan{\v{c}}i{\v{c}}, Mitja and Kocijan, Ju{\v{s}} and Gra{\v{s}}i{\v{c}}, Bo{\v{s}}tjan},
    journal={IFAC-PapersOnLine},
    volume={51},
    number={5},
    pages={43--48},
    year={2018},
    publisher={Elsevier}
}

2017

Identifikacija dinamičnih sistemov z globokimi Gaussovimi procesi

JANČIČ, Mitja.
Identifikacija dinamičnih sistemov z globokimi Gaussovimi procesi: magistrsko delo študijskega programa II. stopnje.
Ljubljana: [M. Jančič], 2017. XXII, 66 pp., illustrated.
COBISS.SI-ID 31169319

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BibTex
@article{janvcivc2017identifikacija,
    title={Identifikacija dinami{\v{c}}nih sistemov z globokimi Gaussovimi procesi},
    author={Jan{\v{c}}i{\v{c}}, Mitja},
    year={2017}
}

2016

Nadzor laserskega vrtanja z lasersko spektroskopijo plazme

JANČIČ, Mitja, ŽUŽEK, Tena, JEZERŠEK, Matija, GREGORČIČ, Peter.
Nadzor laserskega vrtanja z lasersko spektroskopijo plazme.
In: BERLEC, Tomaž (ed.), BROJAN, Miha (ed.), DROBNIČ, Boštjan (ed.). Štekam. Ljubljana: Fakulteta za strojništvo, 2016. pp. 32-39, illustrated. ISBN 978-961-6980-18-0.
COBISS.SI-ID 14850843