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
11 - 19 of 19
- Near-field measurement techniques for the efficient solving EMC emission ProblemFrom1 Oct 2012 → 30 Sep 2015Funding: IWT / VLAIO - TETRA fund
- High bitrate channel modeling and transceiver optimization for advanced chip-to-chip interconnects and VDSL applicationsFrom1 Jan 2012 → 31 Oct 2019Funding: BOF - Concerted Research Project from 1994
- Parameterized model order reduction of delayed and distrubuted systems (D-PMOR)From1 Oct 2011 → 1 Oct 2013Funding: BOF - Other initiatives
- Wideband parameterized behavioral models for passive and active electronic components,From1 Jan 2010 → 31 Dec 2015Funding: FWO research project (including WEAVE projects)
- Efficient ensemble systems for classifying large-scale dataFrom1 Oct 2009 → 26 Feb 2015Funding: IWT personal funding - specialisation scholarships
- Advanced 3D MOR-subgriddingFrom1 Jan 2009 → 31 Dec 2014Funding: FWO research project (including WEAVE projects)
- Parametrized Model Order Reduction (PMOR): Sparse Data and Sparse ModelsFrom1 Jan 2009 → 31 Dec 2014Funding: FWO research project (including WEAVE projects)
- Robuste techniques for multivariate surrogate modelingFrom1 Oct 2008 → 30 Sep 2014Funding: BOF - Other initiatives, FWO fellowships
- Machine learning for meta-modelling in distributed computing environmentsFrom1 Mar 2008 → 31 Dec 2012Funding: Own budget, for example: patrimony, inscription fees, gifts
Publications
1 - 10 of 430
- Data-driven surrogate modeling for the flammability reduction system(2024)
Authors: Arash Heidari, Lorin Werthen-Brabants, Tom Dhaene, Ivo Couckuyt, C. Onur, P. Van Gils, I. Jojic
Pages: 1 - 11 - Cost-aware active learning for feasible region identification(2023)
Authors: Ioana Nikova, Tom Dhaene, Ivo Couckuyt
Pages: 2286 - 2288 - Modeling S-parameters of interconnects using periodic Gaussian process kernels(2023)
Authors: Federico Garbuglia, Domenico Spina, Torsten Reuschel, Christian Schuster, Dirk Deschrijver, Tom Dhaene
Number of pages: 1 - Reliable assessment of uncertainty for appliance recognition in NILM using conformal prediction(2023)
Authors: Lorin Werthen-Brabants, Tom Dhaene, Dirk Deschrijver
- Open-set patient activity recognition with radar sensors and deep learning(2023)
Authors: Geethika Bhavanasi, Lorin Werthen-Brabants, Tom Dhaene, Ivo Couckuyt
- Bayesian optimization for microwave devices using deep GP spectral surrogate models(2023)
Authors: Federico Garbuglia, Domenico Spina, Dirk Deschrijver, Ivo Couckuyt, Tom Dhaene
Pages: 2311 - 2318 - A robust multi-objective Bayesian optimization framework considering input uncertainty(2023)
Authors: Jixiang Qing, Ivo Couckuyt, Tom Dhaene
Pages: 693 - 711 - {PF}²ES : parallel feasible pareto frontier entropy search for multi-objective Bayesian optimization(2023)Volume: 206
Authors: Jixiang Qing, Henry B. Moss, Tom Dhaene, Ivo Couckuyt
Pages: 2565 - 2588 - Wideband parametric baseband macromodeling of linear and passive photonic circuits via complex vector fitting(2023)
Authors: Thijs Ullrick, Domenico Spina, Wim Bogaerts, Tom Dhaene
- Modeling electrically long interconnects using physics-informed delayed gaussian processes(2023)
Authors: Federico Garbuglia, Torsten Reuschel, Christian Schuster, Dirk Deschrijver, Tom Dhaene, Domenico Spina
Pages: 1715 - 1723