Zoran Tomljanović
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Associate Professor
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Research Interests
- Numerical linear algebra
- Damping optimization in mechanical systems
- Control Theory
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Matrix Equations
Degrees
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- PhD in Mathematics, Department of Mathematics, University of Zagreb, May 2011,
- MSc in Mathematics, Department of Mathematics, University of Zagreb, Croatia, December 2005,
- 1997-2001 Mathematical Gymnasium at high school in Našice
Publications
- K. Sabo, R. Scitovski, Š. Ungar, Z. Tomljanović, A method for searching for a globally optimal k-partition of higher-dimensional datasets, Journal of Global Optimization (2024), prihvaćen za objavljivanjeThe problem with finding a globally optimal k-partition of a set A is a very intricate optimization problem for which in general, except in the case of one-dimensional data, i.e., for data with one feature (A\\subset\\R), there is no method to solve. Only in the one-dimensional case there exist efficient methods that are based on the fact that the search for a globally optimal partition is equivalent to solving a global optimization problem for a symmetric Lipschitz-continuous function using the global optimization algorithm DIRECT. In the present paper, we propose a method for finding a globally optimal k-partition in the general case (A\\subset \\R^n, n\\geq 1), generalizing an idea for solving the Lipschitz global optimization for symmetric functions. To do this, we propose a method that combines a global optimization algorithm with linear constraints and the k-means algorithm. The first of these two algorithms is used only to find a good initial approximation for the $k$-means algorithm. The method was tested on a number of artificial datasets and on several examples from the UCI Machine Learning Repository, and an application in spectral clustering for linearly non-separable datasets is also demonstrated. Our proposed method proved to be very efficient.
- N. Truhar, Z. Tomljanović, M. Ugrica, M. Karow, Efficient approximation of novel residual bounds for a parameter dependent quadratic eigenvalue problem, Numerical Algebra, Control and Optimization (2024), prihvaćen za objavljivanje
- I. Nakić, M. Pilj Vidaković, Z. Tomljanović, Finite time horizon mixed control of vibrational systems, SIAM Journal on Scientific Computing 46/3 (2024), 280-305We consider a vibrational system control problem over a finite time horizon. The performance measure of the system is taken to be $p$-mixed $H_2$ norm which generalizes the standard $H_2$ norm. We present an algorithm for efficient calculation of this norm in the case when the system is parameter dependent and the number of inputs or outputs of the system is significantly smaller than the order of the system. Our approach is based on a novel procedure which is not based on solving Lyapunov equations and which takes into account the structure of the system. We use a characterization of the $H_2$ norm given in terms of integrals which we solve using adaptive quadrature rules. This enables us to use recycling strategies as well as parallelization. The efficiency of the new algorithm allows for an analysis of the influence of various system parameters and different finite time horizons on the value of the $p$-mixed $H_2$ norm. We illustrate our approach by numerical examples concerning an $n$-mass oscillator with one damper.
- Z. Tomljanović, Damping optimization of the excited mechanical system using dimension reduction, Mathematics and Computers in Simulation 207 (2023), 24-40We consider a mechanical system excited by a periodic external force. The main problem is to determine the best damping matrix to be able to minimize the system average displacement amplitude. Damping optimization usually includes optimization of damping positions and corresponding damping viscosities. Since the objective function is non-convex, a standard optimization approach requires a large number of objective function evaluations. We first propose a dimension reduction approach that calculates approximation of the average displacement amplitude and additionally we efficiently use a low rank update structure that appears in the external damping matrix. Moreover, an error bound which allows determination of appropriate approximation orders is derived and incorporated within the optimization method. We also present a theoretical error bound that allows determination of effective damping positions. The methodology proposed here provides a significant acceleration of the optimization process. The gain in efficiency is illustrated in numerical experiments.
- N. Jakovčević Stor, T. Mitchell, Z. Tomljanović, M. Ugrica, Fast optimization of viscosities for frequency-weighted damping of second-order systems, Journal of Applied Mathematics and Mechanics 103/5 (2023), 1-21We consider frequency-weighted damping optimization for vibrating systems described by a second-order differential equation. The goal is to determine viscosity values such that eigenvalues are kept away from certain undesirable areas on the imaginary axis. To this end, we present two complementary techniques. First, we propose new frameworks using nonsmooth constrained optimization problems, whose solutions both damp undesirable frequency bands and maintain the stability of the system. These frameworks also allow us to weight which frequency bands are the most important to damp. Second, we also propose a fast new eigensolver for the structured quadratic eigenvalue problems that appear in such vibrating systems. In order to be efficient, our new eigensolver exploits special properties of diagonal-plus-rank-one complex symmetric matrices, which we leverage by showing how each quadratic eigenvalue problem can be transformed into a short sequence of such linear eigenvalue problems. The result is an eigensolver that is substantially faster than standard techniques. By combining this new solver with our new optimization frameworks, we obtain our overall algorithm for fast computation of optimal viscosities. The efficiency and performance of our new approach are verified and illustrated on several numerical examples.
Projects
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Accelerated solution of optimal damping problems, -- scientific project; supported by the DAAD for period 2021--2022 (principal investigator together with Jens Saak); cooperation with Max Planck Institute for Dynamics of Complex Technical Systems, Magdeburg, Germany
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Vibration Reduction in Mechanical Systems -- scientific project (IP-2019-04-6774, VIMS). This project has been fully supported by Croatian Science Foundation for the period 01.01.2020.--31.12.2023. (principal investigator)
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Control of Dynamical Systems -- scientific project (IP-2016-06-2468, ConDyS). This project has been fully supported by Croatian Science Foundation for the period 01.03.2017.--28.02.2021. (investigator)
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Robustness optimization of damped mechanical systems, -- scientific project; supported by the DAAD for period 2017--2018 (principal investigator together with Matthias Voigt); cooperation with TU Berlin, Germany
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Optimization of parameter dependent mechanical systems -- scientific project (IP-2014-09-9540; OptPDMechSys). This project has been fully supported by Croatian Science Foundation for the period 01.07.2015.--30.06.2019. (investigator)
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Damping optimization in mechanical systems excited with external force -- scientific project; supported by the J. J. Strossmayer University of Osijek for period 2015 (principal investigator)
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Mixed Integer Nonlinear Programming (MINLP) for damper optimization -- scientific project; supported by the DAAD for period 2015--2016 (investigator); cooperation with Max Planck Institute for Dynamics of Complex Technical Systems, Magdeburg
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European Model Reduction Network (EU-MORNET). Funded by: COST (European Cooperation in Science and Technology) (investigator).
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Optimization of semi-active damping in vibrational systems -- scientific project; supported by the J. J. Strossmayer University of Osijek for period 2014 (principal investigator); cooperation with Max Planck Institute for Dynamics of Complex Technical Systems, Magdeburg
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Optimal Damping of Vibrating Systems -- scientific project; supported by the DAAD for period 2013--2014 (investigator)
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Passive control of mechanical models -- scientific project No.235-2352818-1042 of the Croatian Ministry of Science, Education and Sports for period 2007.-- (investigator)
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Optimization algorithms for determination of optimal damping in mechanical systems -- scientific project; supported by the Croatian Science Foundation for period 2008--2009 (principal investigator)
Professional Activities
Professional Societiey Membership- International Association of Applied Mathematics and Mechanics, GAMM
- GAMM Activity Group Applied and Numerical Linear Algebra, GAMM ANLA
- Croatian Mathematical Society, HMD
- Croatian Operational Research Society, CRORS
- Society for Industrial and Applied Mathematics, SIAM
Committee Memberships and organization
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UPCOMING: Co-organizer of the the Winter School on Model Reduction for Optimization and Control that will be held on 19 - 23 February 2024 in Dubrovnik, Croatia: webpage
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Co-organizer of the 3rd Workshop on Optimal Control of Dynamical Systems and applications, 28-31 March 2022 at Department of Mathematics, J. J. Strossmayer University of Osijek: webpage
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Co-organizer of the Workshop on Optimal Control of Dynamical Systems and applications, 5-6 November 2020 at Department of Mathematics, J. J. Strossmayer University of Osijek: webpage
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Co-organizer of the 10th Conference on Applied Mathematics and Scientific Computing 14-18 September 2020, Brijuni, Croatia. In 2020 we have a special section on optimal control of dynamical systems and applications, coorganized with the Department of Mathematics, University of Osijek., webpage
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Co-organizer of International Workshop on Optimal Control of Dynamical Systems and applications, 20-22 June 2018 at Department of Mathematics, J. J. Strossmayer University of Osijek, webpage
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Co-organizer of Workshop on Model Reduction Methods and Optimization, 20-21 September 2016, in Opatija, Croatia, webpage
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Co-organizer of The third International School on Model Reduction for Dynamical Control Systems, 5 - 10 October 2015, in Dubrovnik, Croatia, webpage
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Co-organizer of the DAAD International School on Linear Optimal Control of Dynamic Systems, 23 - 28 September 2013, Osijek, webpage
- Co-organizer of the Summer School on Numerical Linear Algebra for Dynamical and High-Dimensional Problems, October 10-15, 2011, Trogir, Croatia, webpage
Refereeing/Reviewing
Refereeing:
- LAA
- APOM
- Mathematical Communications
- Osječki matematički list
Workshop and Conference Talks
- Analysis of Cooperative Multi-Agent Systems, Workshop on Modelling, analysis and numerical methods of complex dynamics, 21 – 23 June 2023, Marseille, France
- Finite time horizon mixed control of vibrational systems, 25th Conference of the International Linear Algebra Society, 12 - 16 June 2023, Madrid, Spain
- Damping Optimization of the Excited Mechanical System Using Dimension Reduction, SIAM Conference on Computational Science and Engineering (CSE23), February 26 - March 3, 2023, Amsterdam, The Netherlands.
- Numerically Efficient $H_{infty}$ Analysis of Cooperative Multi-Agent Systems, ApplMath22, 5-9 September 2022, Brijuni, Croatia
- Numerically Efficient Agents-To-Group H_{infty} Analysis, Mathmod2022, 27-29 July 2022, Vienna, Austria
- Finite time horizon mixed control of vibrational systems, New Trends in Computational Science in Engineering and Industrial Mathematics, 1-2 July 2022, Magdeburg, Germany
- Numerically Efficient Agents-to-Group $H_{\infty}$ Analysis, 3rd Workshop on Optimal Control of Dynamical Systems and applications, 28-31 March 2022 at Department of Mathematics, J. J. Strossmayer University of Osijek, Osijek, Croatia
- Optimal damping of vibrational systems using finite time energy criterion, Workshop on Control of Dynamical Systems, 14-16 June 2021, Dubrovnik, Croatia
- Sampling-free model reduction of systems with low-rank parameterization, Croatian German meeting on analysis and mathematical physics, 22nd to 25th March 2021,
- Frequency-weighted damping via non smooth optimization and fast computation of QEPs, 91st GAMM Annual Meeting in Kassel, 15-19 March 2021, Kassel, Germany
- Efficient approximation of novel residual bounds for parameter dependent quadratic eigenvalue problem, Tenth Conference on Applied Mathematics and Scientific Computing, 14-18 September 2020, Brijuni, Croatia
- H∞ damping optimization by adaptive interpolation, The sixth Najman conference on spectral theory and differential equations, 8-13 September 2019, Sveti Martin na Muri, Croatia
- Sampling-free parametric model reduction of structured systems, 4th Workshop on Model Reduction of Complex Dynamical Systems, 28-30 August 2019, Graz, Austria
- Perturbation Theory for Quadratic Eigenvalue Problem - Applied on Damped Mechanical Systems, The 9th International Congress on Industrial and Applied Mathematics, Valencia, 15-19 July 2019, Spain
- Semi-active H-inf damping optimization by adaptive interpolation, 90th Annual Meeting GAMM 2019, Vienna, 18-22 February 2019, Austria
- Sampling-free parametric model reduction of structured systems, Numerical Analysis and Scientific Computation with Applications, 2-6 July 2018, Kalamata, Greece
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Sampling-Free Parametric Model Reduction Of Structured Systems, International Workshop on Optimal Control of Dynamical Systems and applications, Department of Mathematics, J. J. Strossmayer University of Osijek, 20-22 June 2018, Osijek, Croatia
- Upper and Lower Bounds for Sines of Canonical Angles, SIAM Conference on Applied Linear Algebra (SIAM-ALA18), 4-8 May 2018, Hong Kong Baptist University, Hong Kong
- Sampling-free parametric model reduction of systems with structured parameter variation (poster), Model Reduction of Parametrized Systems IV, 10-13 April 2018, Nantes, France
- Interpolation-based parametric model reduction for efficient damping optimization, Workshop Numerical methods for optimal control problems: algorithms, analysis and applications, 19-23 June 2017, Rome, Italy
- Dimension reduction approach to the parameter dependent quadratic eigenvalue problem, 88th GAMM Annual Meeting, 6-10 March 2017, Weimar, Germany
- Damping optimization of parameter dependent mechanical systems by rational interpolation, 3rd Workshop on Model Reduction of Complex Dynamical Systems, Odense, Denmark, 11-13 January 2017
- H_2 and H∞ semi-active damping optimization, 6TH CROATIAN MATHEMATICAL CONGRESS, June 14 - 17, 2016, Zagreb, Croatia
- Semi-active damping optimization using the parametric dominant pole algorithm, MatTriad'2015, 7 - 11 September 2015, Coimbra, Portugal
- Damping optimization in mechanical systems with external force(poster), Numerical Algebra, Matrix Theory, Differential-Algebraic Equations, and Control Theory, 6-9 May 2015, TU Berlin, Berlin, Germany
- Optimal direct velocity feedback and semi-active damping,Chemnitz–Zagreb Workshop on Harmonic Analysis for PDEs, Applications, and related topics 1st-5th July 2014, TU Chemnitz, Chemnitz, Germany
- Optimal Direct Velocity Feedback, 10th International Workshop on Accurate Solution of Eigenvalue Problems, June 2 - 5, 2014, Dubrovnik, Croatia
- Semi-active Damping Optimization of Vibrational Systems Using Dimension Reduction, 84th Annual Meeting of the International Association of Applied Mathematics and Mechanics , March 18-22, 2013, Novi Sad, Serbia
- Optimal Parameters for Damping Optimization in Linear Vibrating Systems, 9th International Workshop on Accurate Solution of Eigenvalue Problems, June 4 - 7, 2012, Napa Valley, USA
- Damping Optimization in Linear Vibrating Systems Using Dimension Reduction, International Conference on Vibration Problems 2011, September 5-8, 2011, Prague, Czech Republic
- Optimal Damping of Partial Spectra Using Dimension Reduction, 8th International Workshop on Accurate Solution of Eigenvalue Problems, June 28 - July 1, 2010, Berlin, Germany
- Dimension Reduction For Damping Optimization In Linear Vibrating Systems, Applied Linear Algebra In honor of Hans Schneider , May 24-28, 2010, Novi Sad, Serbia
- Damping optimization of linear vibrating systems using dimension reduction, GAMM Workshop , Applied and Numerical Linear Algebra, September 10-11, 2009, ETH Zurich, Zurich, Switzerland
Seminar talks
- Fast optimization of viscosities for frequency-weighted damping of second-order systems, Applied numerical analysis seminar,17 Sep 2021, Virginia Polytechnic Institute and State University, Blacksburg, USA
- Damping optimization in mechanical systems using parametric model reduction, Seminar za primijenjenu matematiku i teoriju upravljanja, University of Dubrovnik, 5 February 2021
- Sampling-free model reduction of systems with low-rank parameterization, Optimization and application seminar, 25. November 2020, J. J. Strossmayer University of Osijek Department of Mathematics
- Damping optimization in mechanical systems using sampling-free model reduction, MAgdeburg Lectures on Optimization and Control, September 25, 2020, Magdeburg, Germany
- Hinf damping optimization by adaptive interpolation, Applied Numerical Analysis Seminar, 26 April 2019, Departments of Mathematics at Virginia Tech, USA
- Approximation bounds for parameter dependent quadratic eigenvalue problem, Applied Numerical Analysis Seminar, 4 Oct 2017, Departments of Mathematics at Virginia Tech, USA
- Optimization of semi-active damping and viscous damping in excited mechanical systems, Matrix Computation Seminar, 10 November 2015, Departments of Mathematics at Virginia Tech, USA
- Optimization of semi-active damping and external damping in mechanical systems with external force, Absolventen-Seminar - Numerische Mathematik, 30 June 2015, Berlin, Germany
- Damping optimization in mechanical systems with external force, CSC
Seminar at MPI Magdeburg, Germany, 5 May 2015
- Optimizacija prigušenja u mehaničkim sustavima sa vanjskom silom, Department of Mathematics, University of Osijek, Optmization and applications seminar, 15 April 2015
- Optimization of semi-active damping and viscous damping in mechanical systems with external force, October 21, 2014, University in Innsbruck, Department of Mathematics, Austria
- Optimization of mechanical systems using dimension reduction, October 17, 2013, Forschungsseminar Scientific Computing, Technische Universitat Chemnitz, Germany
- Optimalno prigušenje kod vibracijskih sistema koristeći redukciju dimenzije, March 17, 2011, Seminar za numeričku matematiku i računarstvo, PMF-Mathematical Departments, University of Zagreb, Croatia
- Optimizacija prigušenja u vibracijskim sistemima pomoću redukcije dimenzije sistema, April 29, 2009,Optmization and applications seminar, University of Osijek, Department of Mathematics, Croatia
- An efficient algorithm for solving and optimizing some types of Lyapunov, May 15, 2007, TU Chemnitz, Research Seminar Numerics, Germany
Study Visits Abroad and Professional Improvement:
- visiting researcher at Charles University, Faculty of Mathematics and Physics, Prague 20/2/2022-27/2/2022
- visiting researcher at Department of Mathematics, Carlos III University of Madrid, Spain 06/09/2016 - 15/09/2016
- visiting researcher at Departments of Mathematics at Virginia Tech, USA, 6/11/2022-12/11/2022, 10/9/2021-18/9/2021, 21/04/2019-27/04/2019, 02/10/2017-14/10/2017, 4/11/2015-20/11/2015
- visiting researcher at TU Berlin, Germany 11/11/2018-15/11/2018, 16/07/2018-22/07/2018, 07/01/2018-14/01/2018, 21/06/2017 - 29/6/2017, 30/03/2017 - 07/04/2017, 23/02/2016 - 25/02/2016, 29/6/2015 - 9/7/2015
- visiting researcher at University in Innsbruck, Department of Mathematics 19/10/2014-22/10/2014
- visiting researcher at Max Planck Institute for Dynamics of Complex Technical Systems in Magdeburg, Germany, starting from 2010 almost every year there was a visit between a week up to one month.
- visiting researcher at TU Chemnitz, Germany 13/5/2007 - 14/6/2007, 10/4/2008 - 8/5/2008, 10/5/2009 - 10/7/2009, 24/1/2010 - 24/2/2010, 9/10/2013 - 20/10/2013
Service Activities
- Deputy Head of Department for Research at J. J. Strossmayer University of Osijek, Department of Mathematics, since October 2021 -
- Deputy Head of Department for Education and Students at J. J. Strossmayer University of Osijek, Department of Mathematics, from October 2017 - October 2021
- Moderator of Optimization and application seminar, since October 2017 -
- Chairman of the Mathematical Colloquium in Osijek, since January 2017 -
- Erasmus+ coordinator in the Department of Mathematics, since 2013 - 2017
Teaching
Konzultacije (Office Hours):
Termini sljedećih konzultacija (ured 18 u prizemlju Odjela za matematiku):.
- srijedom u 10:00 sati
Teme diplomskih i završnih radova:
U nastavku se nalaze nazivi tema i kratki opis, a više informacija studenti mogu dobiti na konzultacijama. Mole se zaniteresirani studenti da se jave ukoliko su zainteresirani za neku od tema.
- Numeričko rješavanje običnih diferencijalnih jednadžbi
- obraditi osnovne metode: Eulerova i osnovne Runge Kutta metode
- implementirati ih u Matlabu ili C-u i ilustrirati efikasnost na primjerima - QR dekompozicija s pivotiranjem
- obraditi QR dekompoziciju i QR dekompoziciju s pivotiranjem
- implementirati ju u Matlabu
- na primjerima pokazati osnovne primjene npr. na određivanje ranga matrice - Schurova dekompozicija i primjene
- definirati definirati Schurovu dekompoziciju
- obraditi osnovna svojstva i primjene
- implementirati i ilustrirati na primjeru - Metoda Gaussovih eliminacija s potpunim pivotiranjem
- obraditi metodu Gaussovih eliminacija s potpunim pivotiranjem
- u Matlabu napraviti ilustraciju metode kroz vizualizaciju koraka
- napraviti vizualizaciju rjesenja dvije jednadzbe s dvije nepoznanice - Iterativne metode za rješavanje linearnih sustava
- napraviti osnovni pregled iterativnih metode za sustave
- imlementirati neku od metoda te napraviti ilustraraciju na numeričkim primjerima
Nastavne aktivnosti u zimskom semestru Akademske 2022./2023.
Linearna algebra I, predavanja
srijedom od 8-10,
Redukcija modela i aproksimacijski pristupi, predavanja
utorkom od 10-12,
Nastavne aktivnosti u ljetnom semestru Akademske 2022./2023.
Osnove teorije upravljanja s primjenama, predavanja
Teorijske osnove računalne znanosti, predavanja i vježbe
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