Personal profile
Expertise
I obtained PhD in electrical engineering from the Katholieke Universiteit Leuven in 2005. Since then, I was teaching and doing research in control and system theory at the School of Electronics and Computer Science (ECS) of the University of Southampton and the Department of Fundamental Electricity and Instrumentation (ELEC) of the Vrije Universiteit Brussel, where I am currently an associate processor. My expertise is in structured low-rank approximation, system identification, and data-driven control, topics on which I've published 80 peer-reviewed papers, 8 book chapters, and 2 monographs. I am an associate editor of the International Journal of Control and SIAM Journal of Matrix Analysis and Applications. In 2011, I was awarded an ERC starting grant on the topic of structured low-rank approximation.
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Collaborations and top research areas from the last five years
Projects
- 7 Finished
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OZR3424: Bilateral cooperation within the framework of a joint doctoral project: benchfee for joint PhD VUB - GSSI, Italy, FAZZI Antonio
Markovsky, I. (Administrative Promotor)
8/02/19 → 7/02/22
Project: Fundamental
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FWOEOS1: Structured Low-Rank matrix / tensor approximation: numerical optimization-based algorithms and applications
Markovsky, I. (Administrative Promotor), Ishteva, M. K. (CoI (Co-Promotor)), De Lathauwer, L. (PI (Promotor, Principal Investigator)), De Moor, B. (CoI (Co-Promotor)), Patrinos, P. (CoI (Co-Promotor)), Van Barel, M. (Administrative Promotor), Absil, P. A. (PI (Promotor, Principal Investigator)), Glineur, F. (CoI (Co-Promotor)), Gillis, N. (PI (Promotor, Principal Investigator)) & Lataire, J. (Administrative Promotor)
1/01/18 → 31/12/23
Project: Fundamental
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FWOAL827: Block-oriented nonlinear identification using Volterra series
Markovsky, I. (Administrative Promotor), Ishteva, M. K. (Co-Promotor) & Dreesen, P. (Co-Promotor)
1/01/17 → 31/12/20
Project: Fundamental
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FWOAL758: Decoupling multivariate polynomials in nonlinear system identification
Markovsky, I. (Administrative Promotor), Ishteva, M. K. (Co-Promotor), Dreesen, P. (Co-Promotor), Usevich, K. (Co-Promotor) & Schoukens, J. (Co-Promotor)
1/01/15 → 31/12/18
Project: Fundamental
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OZR2408: Nieuw financieringsmodel onderzoek: ZAP-startkrediet 2012
Markovsky, I. (Administrative Promotor)
1/10/12 → 1/10/16
Project: Fundamental
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Bias correction for Vandermonde low-rank approximation
Fazzi, A., Kukush, A. & Markovsky, I., Jul 2024, In: Econometrics and Statistics. 31, p. 38-48 11 p.Research output: Contribution to journal › Article › peer-review
Open AccessFile1 Citation (Scopus)101 Downloads (Pure) -
Addition and intersection of linear time-invariant behaviors
Fazzi, A. & Markovsky, I., Dec 2023, In: IFAC journal of Systems and Control. 26, 7 p., 100233.Research output: Contribution to journal › Article › peer-review
Open Access -
Distance problems in the behavioral setting
Fazzi, A. & Markovsky, I., Nov 2023, In: European Journal of Control. 74, 6 p., 100839.Research output: Contribution to journal › Article › peer-review
Open Access6 Citations (Scopus) -
Parameter Estimation of Multiple Poles by Subspace-Based Method
Vijayan, P., Dreesen, P., Markovsky, I. & Ishteva, M. K., Oct 2023, 2023 9th International Conference on Control, Decision and Information Technologies (CoDIT). IEEE, p. 1948-1953 6 p. (International Conference on Control, Decision and Information Technologies, CoDIT 2023).Research output: Chapter in Book/Report/Conference proceeding › Conference paper
Open AccessFile107 Downloads (Pure) -
A gradient system approach for Hankel structured low-rank approximation
Fazzi, A., Guglielmi, N. & Markovsky, I., Aug 2021, In: Linear Algebra & its Applications. 623, p. 236-257 22 p.Research output: Contribution to journal › Article › peer-review
Open AccessFile9 Citations (Scopus)222 Downloads (Pure)
Activities
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Dynamic measurement: application of system identification in metrology
Markovsky, I. (Speaker)
31 Oct 2020Activity: Talk or presentation › Talk at an external academic organisation
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Data-driven structured noise filtering via common dynamics estimation
Markovsky, I. (Invited speaker)
Sept 2019Activity: Talk or presentation › Talk or presentation at a workshop/seminar
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The no free lunch principle in data modeling
Markovsky, I. (Speaker)
27 Aug 2018 → 31 Aug 2018Activity: Talk or presentation › Talk or presentation at a workshop/seminar
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System identification in the behavioral setting
Markovsky, I. (Speaker)
14 Mar 2018Activity: Talk or presentation › Talk at an external academic organisation
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Structured low-rank approximation approach to sum-of-exponentials modeling
Markovsky, I. (Speaker)
1 Jun 2018Activity: Talk or presentation › Talk or presentation at a conference
Thesis
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Connection between nonlinear state-space and block-oriented models
Saragossi, S. ((PhD) Student), Dreesen, P. (Promotor), Markovsky, I. (Co-promotor), Tiels, K. (Co-promotor) & Fakhrizadeh Esfahani, A. (Co-promotor), Dreesen, P. (Promotor), 2017Student thesis: Master's Thesis