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Researcher
Tom Dhaene
- Keywords:design optimization, surrogate modeling, data-efficient machine learning
- Disciplines:Machine learning and decision making, Modelling and simulation, Computer-aided design, Electromagnetism and antenna technology, Antennas and propagation, Health informatics
Affiliations
- Department of Information technology (Department)
Member
From1 Jan 1993 → Today
Projects
1 - 10 of 19
- Bayesian Active Learning for EMI Near-Field Emission Characterization of High-Speed ElectronicsFrom1 Jan 2024 → TodayFunding: FWO research project (including WEAVE projects)
- Machine Learning and Radar Sensors for Monitoring Patients and Elderly People in HealthcareFrom1 Feb 2023 → 30 Sep 2023Funding: BOF - doctoral mandates
- Generative design of linear passive electronic systemsFrom1 Jan 2019 → 31 Dec 2022Funding: FWO research project (including WEAVE projects)
- Learning complex patterns with Gaussian processesFrom1 Jan 2019 → 31 Dec 2022Funding: FWO research project (including WEAVE projects)
- Incorporating error control in sparse modellingFrom1 Jan 2016 → 31 Dec 2019Funding: FWO research project (including WEAVE projects)
- Development of machine learning techniques for flow cytometry dataFrom1 Jan 2014 → 31 Dec 2017Funding: IWT personal funding - specialisation scholarships
- Fast and Reliable Assessment of Electromagnetic Field Exposure using Sequential Sampling, Surrogate Modeling and OptimizationFrom1 Jan 2014 → 31 Dec 2019Funding: FWO research project (including WEAVE projects)
- High-dimensional and stochastic macromodeling of parameterized high-speed systemsFrom1 Oct 2013 → 30 Sep 2016Funding: BOF - Other initiatives, FWO fellowships
- Versatile surrogate-based optimization of medium-scale and large-scale problems.From1 Oct 2013 → 30 Sep 2019Funding: FWO fellowships, BOF - Other initiatives
- Accurate parameterized macromodels for efficient designFrom1 Jan 2013 → 31 Dec 2018Funding: FWO research project (including WEAVE projects)
Publications
351 - 360 of 430
- Spectral models for 1D blood flow simulations(2010)
Authors: Vincenzopio Tamburrelli, Francesco Ferranti, Giulio Antonini, Saverio Cristina, Tom Dhaene, Luc Knockaert
Pages: 2598 - 2601 - Multiobjective global surrogate modeling, dealing with the 5-percent problem(2010)
Authors: Dirk Gorissen, Ivo Couckuyt, Eric Laermans, Tom Dhaene
Pages: 81 - 98 - Transfer function identification from phase response data(2010)
Authors: Luciano De Tommasi, Dirk Deschrijver, Tom Dhaene
Pages: 218 - 223 - Design of a probabilistic ontology-based clinical decision support system for classifying temporal patterns in the ICU: a sepsis case study(2010)
Authors: Femke Ongenae, Tom Dhaene, Filip De Turck, DOMINIQUE BENOIT
Number of pages: 1 - A surrogate modeling and adaptive sampling toolbox for computer based design(2010)
Authors: Dirk Gorissen, Ivo Couckuyt, Piet Demeester, Tom Dhaene, Karel Crombecq
Pages: 2051 - 2055 - Robust transfer function identification via an enhanced magnitude vector fitting algorithm(2010)
Authors: L De Tommasi, B Gustavsen, Tom Dhaene
Pages: 1169 - 1178 - Rational fitting of S-parameter frequency samples with maximum absolute error control(2010)
Authors: Dirk Deschrijver, Tom Dhaene
Pages: 247 - 249 - Guaranteed passive parameterized model order reduction of the partial element equivalent circuit (PEEC) method(2010)
Authors: Francesco Ferranti, Giulio Antonini, Tom Dhaene, Luc Knockaert
Pages: 974 - 984 - Surrogate-based infill optimization applied to electromagnetic problems(2010)
Authors: Ivo Couckuyt, Frederick Declercq, Tom Dhaene, Hendrik Rogier, Luc Knockaert
Pages: 492 - 501 - Surrogate-based modeling of electrical systems(2010)
Authors: Ivo Couckuyt, Tom Dhaene
Number of pages: 1