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Onderzoeker
Ivo Couckuyt
Profiel
Projecten
Publicaties
Activiteiten
Prijzen & Erkenningen
178
Resultaten
2025
A novel Kriging-assisted multi-objective optimisation method considering infeasibility ratio under input uncertainty
Hua Wei
Qi Zhou
Tom Dhaene
Ivo Couckuyt
A1
Artikel in een tijdschrift
in
JOURNAL OF ENGINEERING DESIGN
2025
Data-efficient interactive multi-objective optimization using ParEGO
Arash Heidari
Sebastian Rojas Gonzalez
Tom Dhaene
Ivo Couckuyt
P1
Conferentie
2025
Dataset of observables for small modular lead-cooled fast reactor MOX spent nuclear fuel
Victor Jose Casas Molina
Pablo Romojaro
Gwennaelle Nourry
Gert van den Eynde
Luca Fiorito
Ivan Merino-Rodriguez
Tom Dhaene
Ivo Couckuyt
A2
Artikel in een tijdschrift
in
DATA IN BRIEF
2025
Strategies for feature-assisted development of topology agnostic planar antennas using variable-fidelity models
Adrian Bekasiewicz
Khadijeh Askaripour
Mariusz Dzwonkowski
Tom Dhaene
Ivo Couckuyt
A1
Artikel in een tijdschrift
in
JOURNAL OF COMPUTATIONAL SCIENCE
2025
2024
Bayesian multi-objective optimization of process design parameters in constrained settings with noise : an engineering design application
Alejandro Morales Hernández
Sebastian Rojas Gonzalez
Inneke Van Nieuwenhuyse
Ivo Couckuyt
Jeroen Jordens
Maarten Witters
Bart Van Doninck
A1
Artikel in een tijdschrift
in
ENGINEERING WITH COMPUTERS
2024
Bayesian optimization of a collimated HPGe detector model for Segmented Gamma Scanning
Victor Jose Casas Molina
Eric Laloy
Bart Rogiers
Tom Dhaene
Ivo Couckuyt
A1
Artikel in een tijdschrift
in
NUCLEAR INSTRUMENTS & METHODS IN PHYSICS RESEARCH SECTION A-ACCELERATORS SPECTROMETERS DETECTORS AND ASSOCIATED EQUIPMENT
2024
Cheap-expensive multi-objective Bayesian optimization for permanent magnet synchronous motor design
Nasrulloh Ratu Bagus Satrio Loka
Mohamed Ibrahim
Ivo Couckuyt
Inneke Van Nieuwenhuyse
Tom Dhaene
A1
Artikel in een tijdschrift
in
ENGINEERING WITH COMPUTERS
2024
Data-driven surrogate modeling for the flammability reduction system
Arash Heidari
Lorin Werthen-Brabants
Tom Dhaene
Ivo Couckuyt
C. Onur
P. Van Gils
I. Jojic
P1
Conferentie
2024
Evaluation of machine learning models for received signal strength based visible light positioning with obstacles
Jorik De Bruycker
Michiel De Wilde
Federico Garbuglia
Ioana Nikova
Ivo Couckuyt
Tom Dhaene
Nobby Stevens
P1
Conferentie
2024
Globalized trust-region optimization: An unassuming approach
Yens Lindemans
A. Bekasiewicz
Ivo Couckuyt
Tom Dhaene
U
Conferentie
2024
Lower confidence bound for preference selection in interactive multi-objective optimization
Arash Heidari
Sebastian Rojas Gonzalez
Tom Dhaene
Ivo Couckuyt
C1
Conferentie
2024
Miniaturization-oriented design of spline-parameterized UWB antenna for in-door positioning applications
Adrian Bekasiewicz
Tom Dhaene
Ivo Couckuyt
Jacek Litka
P1
Conferentie
2024
Multi-objective constrained robust design of a metamaterial vibration isolator with a limited budget
Hua Wei
Qi Zhou
Tom Dhaene
Ivo Couckuyt
A1
Artikel in een tijdschrift
in
JOURNAL OF ENGINEERING DESIGN
2024
Optimized data transmission for radar-based edge-cloud human activity recognition via quantization
Victor Tuytte
Arash Heidari
Lorin Werthen-Brabants
Tom Dhaene
Ivo Couckuyt
P1
Conferentie
2024
Optimizing memory footprint for radar-based human activity recognition on resource-constrained devices
Arash Heidari
Lorin Werthen-Brabants
Tom Dhaene
Ivo Couckuyt
P1
Conferentie
2024
Specification-oriented automatic design of topologically agnostic antenna structure
Adrian Bekasiewicz
Mariusz Dzwonkowski
Tom Dhaene
Ivo Couckuyt
P1
Conferentie
2024
Surrogate-assisted evolutionary algorithm for the calibration of distributed hydrological models based on two-dimensional shallow water equations
Juan Fernando Farfán Durán
Arash Heidari
Tom Dhaene
Ivo Couckuyt
Luis Cea
A1
Artikel in een tijdschrift
in
WATER
2024
Towards trustworthy neural networks for certification by analysis : fuel tank flammability reduction system
P. Van Gils
C. Onur
I. Jojic
Arash Heidari
Sebastian Rojas Gonzalez
Lorin Werthen-Brabants
Ivo Couckuyt
C3
Conferentie
2024
Trieste : efficiently exploring the depths of black-box functions with TensorFlow
V. Picheny
J. Berkely
H. Stojic
U. Granta
S.W. Ober
A. Artemev
K. Ghani
A. Goodall
A. Paleyes
S. Vakill
et al.
C1
Conferentie
2024
Wind turbine hybrid physics-based deep learning model for a health monitoring approach considering provision of ancillary services
Nezmin Kayedpour
Jixiang Qing
Jolan Wauters
Jeroen De Kooning
Ivo Couckuyt
Guillaume Crevecoeur
A1
Artikel in een tijdschrift
in
IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT
2024
2023
A combined data-driven, experimental and modelling approach for assessing the optimal composition of impregnation products for cementitious materials
Janez Perko
Eric Laloy
Rafael Zarzuela
Ivo Couckuyt
Ramiro Garcia Navarro
Maria J. Mosquera
A1
Artikel in een tijdschrift
in
CEMENT & CONCRETE COMPOSITES
2023
A robust multi-objective Bayesian optimization framework considering input uncertainty
Jixiang Qing
Ivo Couckuyt
Tom Dhaene
A1
Artikel in een tijdschrift
in
JOURNAL OF GLOBAL OPTIMIZATION
2023
Bayesian active learning for engineering design and optimization under uncertainty
Jixiang Qing
Tom Dhaene
Ivo Couckuyt
Proefschrift
2023
Bayesian optimization for engineering design and process optimization
Nasrulloh Ratu Bagus Satrio Loka
Tom Dhaene
Ivo Couckuyt
Inneke Van Nieuwenhuyse
Sebastian Rojas Gonzales
Proefschrift
2023
Bayesian optimization for microwave devices using deep GP spectral surrogate models
Federico Garbuglia
Domenico Spina
Dirk Deschrijver
Ivo Couckuyt
Tom Dhaene
A1
Artikel in een tijdschrift
in
IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES
2023
Bi-objective Bayesian optimization of engineering problems with cheap and expensive cost functions
Nasrulloh Ratu Bagus Satrio Loka
Ivo Couckuyt
Federico Garbuglia
Domenico Spina
Inneke Van Nieuwenhuyse
Tom Dhaene
A1
Artikel in een tijdschrift
in
ENGINEERING WITH COMPUTERS
2023
Cost-aware active learning for feasible region identification
Ioana Nikova
Tom Dhaene
Ivo Couckuyt
P1
Conferentie
2023
Essays on machine learning : advances in forecasting and optimization
Alejandro Morales Hernández
Inneke Van Nieuwenhuyse
Ivo Couckuyt
Koenraad Vanhoof
Proefschrift
2023
Machine learning with radar sensors for smart healthcare
Geethika Bhavanasi
Tom Dhaene
Ivo Couckuyt
Proefschrift
2023
Open-set patient activity recognition with radar sensors and deep learning
Geethika Bhavanasi
Lorin Werthen-Brabants
Tom Dhaene
Ivo Couckuyt
A1
Artikel in een tijdschrift
in
IEEE GEOSCIENCE AND REMOTE SENSING LETTERS
2023
Optimization of plasma-assisted surface treatment for adhesive bonding via artificial intelligence
Jeroen Jordens
Bart Van Doninck
Nasrulloh Ratu Bagus Satrio Loka
Alejandro Morales Hernández
Ivo Couckuyt
Inneke Van Nieuwenhuyse
Maarten Witters
C1
Conferentie
2023
{PF}²ES : parallel feasible pareto frontier entropy search for multi-objective Bayesian optimization
Jixiang Qing
Henry B. Moss
Tom Dhaene
Ivo Couckuyt
P1
Conferentie
2023
2022
A robust Bayesian optimization framework for microwave circuit design under uncertainty
Duygu De Witte
Jixiang Qing
Ivo Couckuyt
Tom Dhaene
Dries Vande Ginste
Domenico Spina
A1
Artikel in een tijdschrift
in
ELECTRONICS
2022
Adaptive sampling with automatic stopping for feasible region identification in engineering design
Jixiang Qing
Nicolas Knudde
Federico Garbuglia
Domenico Spina
Ivo Couckuyt
Tom Dhaene
A1
Artikel in een tijdschrift
in
ENGINEERING WITH COMPUTERS
2022
Automated software defect detection and identification in vehicular embedded systems
Kyle Powers Foss
Ivo Couckuyt
Adrian Baruta
Corentin Mossoux
A1
Artikel in een tijdschrift
in
IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS
2022
Bayesian active learning for radiation pattern sampling over cylindrical surfaces
Federico Garbuglia
Tim Claeys
Ivo Couckuyt
Dirk Deschrijver
Tom Dhaene
A1
Artikel in een tijdschrift
in
IEEE TRANSACTIONS ON ELECTROMAGNETIC COMPATIBILITY
2022
Bayesian optimization : tutorial
Ivo Couckuyt
Sebastian Rojas Gonzalez
Juergen Branke
C3
Conferentie
2022
Data-efficient feasible region identification for engineering design
Ioana Nikova
Ivo Couckuyt
Tom Dhaene
C3
Conferentie
2022
Finding knees in Bayesian multi-objective optimization
Arash Heidari
Jixiang Qing
Sebastian Rojas Gonzalez
Jürgen Branke
Tom Dhaene
Ivo Couckuyt
P1
Conferentie
2022
Multi-objective optimization : which solution do you prefer?
Arash Heidari
Tom Dhaene
Ivo Couckuyt
C3
Conferentie
2022
Patient activity recognition using radar sensors and machine learning
Geethika Bhavanasi
Lorin Werthen-Brabants
Tom Dhaene
Ivo Couckuyt
A1
Artikel in een tijdschrift
in
NEURAL COMPUTING & APPLICATIONS
2022
Quantifying uncertainty in real time with split BiRNN for radar human activity recognition
Lorin Werthen-Brabants
Geethika Bhavanasi
Ivo Couckuyt
Tom Dhaene
Dirk Deschrijver
P1
Conferentie
2022
S-parameter modeling and optimization using deep Gaussian processes
Federico Garbuglia
Domenico Spina
Dirk Deschrijver
Ivo Couckuyt
Tom Dhaene
P1
Conferentie
2022
SAMURAI : a new asynchronous Bayesian optimization technique for optimization-under-uncertainty
Jolan Wauters
Joris Degroote
Ivo Couckuyt
Guillaume Crevecoeur
A1
Artikel in een tijdschrift
in
AIAA JOURNAL
2022
Spectral representation of robustness measures for optimization under input uncertainty
Jixiang Qing
Tom Dhaene
Ivo Couckuyt
P1
Conferentie
2022
Split BiRNN for real-time activity recognition using radar and deep learning
Lorin Werthen-Brabants
Geethika Bhavanasi
Ivo Couckuyt
Tom Dhaene
Dirk Deschrijver
A1
Artikel in een tijdschrift
in
SCIENTIFIC REPORTS
2022
Surrogate modelling of dynamic phasor simulations of electrical drives
Nasrulloh Ratu Bagus Satrio Loka
Sriram Karthik Gurumurthy
Bernard Amevor
Antonello Monti
Tom Dhaene
Ivo Couckuyt
C1
Conferentie
2022
Tailoring radar-based patient monitoring models to real-life needs using utility maximization
Louis Vincent-De Sloover
Lorin Werthen-Brabants
Geethika Bhavanasi
Tom Dhaene
Ivo Couckuyt
P1
Conferentie
2022
2021
Bayesian active learning for multi-objective feasible region identification in microwave devices
Federico Garbuglia
Jixiang Qing
Nicolas Knudde
Domenico Spina
Ivo Couckuyt
Dirk Deschrijver
Tom Dhaene
A1
Artikel in een tijdschrift
in
ELECTRONICS LETTERS
2021
ESLA : a new surrogate-assisted single-loop reliability-based design optimization technique
Jolan Wauters
Ivo Couckuyt
Joris Degroote
A1
Artikel in een tijdschrift
in
STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION
2021
Investigating the significance of adversarial attacks and their relation to interpretability for radar-based human activity recognition systems
Utku Özbulak
Baptist Vandersmissen
Azarakhsh Jalalvand
Ivo Couckuyt
Arnout Van Messem
Wesley De Neve
A1
Artikel in een tijdschrift
in
COMPUTER VISION AND IMAGE UNDERSTANDING
2021
Multi-output Gaussian process prediction for computationally expensive problems with multiple levels of fidelity
Quan Lin
Jiexiang Hu
Qi Zhou
Yuansheng Cheng
Zhen Hu
Ivo Couckuyt
Tom Dhaene
A1
Artikel in een tijdschrift
in
KNOWLEDGE-BASED SYSTEMS
2021
2020
A Bayesian optimisation procedure for estimating optimal trajectories in electromagnetic compliance testing
Rémi Delanghe
Tom Van Steenkiste
Ivo Couckuyt
Dirk Deschrijver
Tom Dhaene
C1
Conferentie
2020
A set based design method using bayesian active learning
K. Shintani
T. Sugai
J. Ishizaki
Nicolas Knudde
Ivo Couckuyt
Tom Dhaene
C1
Conferentie
2020
Batch Bayesian active learning for feasible region identification by local penalization
Jixiang Qing
Nicolas Knudde
Ivo Couckuyt
Tom Dhaene
Kohei Shintani
P1
Conferentie
2020
Bayesian active learning for electromagnetic structure design
Jixiang Qing
Nicolas Knudde
Ivo Couckuyt
Domenico Spina
Tom Dhaene
P1
Conferentie
2020
Development and application of surrogate-assisted optimization under uncertainty strategies for unmanned aerial vehicles
Jolan Wauters
Joris Degroote
Ivo Couckuyt
Proefschrift
2020
Fast characterization of input-output behavior of non-charge-based logic devices by machine learning
Arun Kaintura
Kyle Powers Foss
Odysseas Zografos
Ivo Couckuyt
Adrien Vaysset
Tom Dhaene
Bart Soree
A1
Artikel in een tijdschrift
in
ELECTRONICS
2020
Gaussian processes for modelling and optimization of engineering systems
Nicolas Knudde
Tom Dhaene
Ivo Couckuyt
Proefschrift
2020
Hierarchical Gaussian process models for improved metamodeling
Nicolas Knudde
Vincent Dutordoir
Joachim van der Herten
Ivo Couckuyt
Tom Dhaene
A1
Artikel in een tijdschrift
in
ACM TRANSACTIONS ON MODELING AND COMPUTER SIMULATION
2020
Indoor human activity recognition using high-dimensional sensors and deep neural networks
Baptist Vandersmissen
Nicolas Knudde
Azarakhsh Jalalvand
Ivo Couckuyt
Tom Dhaene
Wesley De Neve
A1
Artikel in een tijdschrift
in
NEURAL COMPUTING & APPLICATIONS
2020
Machine learning-based hybrid random-fuzzy modeling framework for antenna design
Duygu De Witte
Simon De Ridder
Domenico Spina
Ivo Couckuyt
Flavia Grassi
Tom Dhaene
Hendrik Rogier
Dries Vande Ginste
P1
Conferentie
2020
Multi-objective Bayesian optimization for engineering simulation
Joachim van der Herten
Nicolas Knudde
Ivo Couckuyt
Tom Dhaene
Hoofdstuk in een boek
in
High-performance simulation-based optimization
2020
Multi-objective optimization of a wing fence on an unmanned aerial vehicle using surrogate-derived gradients
Jolan Wauters
Ivo Couckuyt
Nicolas Knudde
Tom Dhaene
Joris Degroote
A1
Artikel in een tijdschrift
in
STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION
2020
2019
Active learning for feasible region discovery
Nicolas Knudde
Ivo Couckuyt
Kohei Shintani
Tom Dhaene
C1
Conferentie
2019
Data-efficient machine learning for physics-based simulations
Arun Kaintura
Tom Dhaene
Ivo Couckuyt
Proefschrift
2019
Data-efficient sensitivity analysis with surrogate modeling
Tom Van Steenkiste
Joachim van der Herten
Ivo Couckuyt
Tom Dhaene
P1
Conferentie
2019
MFITS : Bayesian active learning with support for continuous fidelity parameters and variable cost
Nicolas Knudde
Ivo Couckuyt
Tom Dhaene
C1
Conferentie
2019
2018
Data-efficient bayesian optimization with constraints for power amplifier design
Nicolas Knudde
Ivo Couckuyt
Domenico Spina
K. Lukasik
P. Barmuta
D. Schreurs
Tom Dhaene
P1
Conferentie
2018
Indoor person identification using a low-power FMCW radar
Baptist Vandersmissen
Nicolas Knudde
Azarakhsh Jalalvand
Ivo Couckuyt
Andre Bourdoux
Wesley De Neve
Tom Dhaene
A1
Artikel in een tijdschrift
in
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
2018
Machine learning for fast characterization of magnetic logic devices
Arun Kaintura
Kyle Powers Foss
Ivo Couckuyt
Tom Dhaene
Odysseas Zografos
Adrien Vaysset
Bart Soree
P1
Conferentie
2018
Sequential sensitivity analysis of expensive black-box simulators with metamodelling
Tom Van Steenkiste
Joachim van der Herten
Ivo Couckuyt
Tom Dhaene
A1
Artikel in een tijdschrift
in
APPLIED MATHEMATICAL MODELLING
2018
Structured inference networks using high-dimensional sensors for surveillance purposes
Vincent Polfliet
Nicolas Knudde
Baptist Vandersmissen
Ivo Couckuyt
Tom Dhaene
P1
Conferentie
2018
2017
A Kriging and stochastic collocation ensemble for uncertainty quantification in engineering applications
Arun Kaintura
Domenico Spina
Ivo Couckuyt
Luc Knockaert
Wim Bogaerts
Tom Dhaene
A1
Artikel in een tijdschrift
in
ENGINEERING WITH COMPUTERS
2017
A sequential sampling strategy for adaptive classification of computationally expensive data
Prashant Singh
Joachim van der Herten
Dirk Deschrijver
Ivo Couckuyt
Tom Dhaene
A1
Artikel in een tijdschrift
in
STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION
2017
Constrained multi-objective antenna design optimization using surrogates
Prashant Singh
Marco Rossi
Ivo Couckuyt
Dirk Deschrijver
Hendrik Rogier
Tom Dhaene
A1
Artikel in een tijdschrift
in
INTERNATIONAL JOURNAL OF NUMERICAL MODELLING-ELECTRONIC NETWORKS DEVICES AND FIELDS
2017
Data-efficient machine learning for design and optimisation of complex systems
Joachim van der Herten
Tom Dhaene
Ivo Couckuyt
Proefschrift
2017
Deep Gaussian process metamodeling of sequentially sampled non-stationary response surfaces
Vincent Dutordoir
Nicolas Knudde
Joachim van der Herten
Ivo Couckuyt
Tom Dhaene
P1
Conferentie
2017
GPflowOpt : a bayesian optimization library using tensorflow
Nicolas Knudde
Joachim van der Herten
Tom Dhaene
Ivo Couckuyt
C1
Conferentie
2017
Gaussian processes for history-matching : application to an unconventional gas reservoir
Hamidreza Hamdi
Ivo Couckuyt
Mario Costa Sousa
Tom Dhaene
A1
Artikel in een tijdschrift
in
COMPUTATIONAL GEOSCIENCES
2017
Indoor tracking of multiple persons with a 77 GHz MIMO FMCW radar
Nicolas Knudde
Baptist Vandersmissen
K. Parashar
Ivo Couckuyt
Azarakhsh Jalalvand
A Bourdoux
Wesley De Neve
Tom Dhaene
P1
Conferentie
2017
Multi-objective geometry optimization of a gas cyclone using triple-fidelity co-kriging surrogate models
Prashant Singh
Ivo Couckuyt
Khairy Elsayed
Dirk Deschrijver
Tom Dhaene
A1
Artikel in een tijdschrift
in
JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS
2017
Multi-objective optimization of reflector antennas using kriging and probability of improvement
Dirk I. L. de Villiers
Ivo Couckuyt
Tom Dhaene
P1
Conferentie
2017
Surrogate modeling with sequential design for design and analysis of electronic systems
Joachim van der Herten
Vincent Dutordoir
Ivo Couckuyt
Tom Dhaene
P1
Conferentie
2017
Surrogate modelling with sequential design for expensive simulation applications
Joachim van der Herten
Tom Van Steenkiste
Ivo Couckuyt
Tom Dhaene
Hoofdstuk in een boek
in
Computer simulation
2017
2016
A comparative study of kriging variants for the optimization of a turbomachinery system
Sayed Ahmed Imran Bellary
Abdus Samad
Ivo Couckuyt
Tom Dhaene
A1
Artikel in een tijdschrift
in
ENGINEERING WITH COMPUTERS
2016
A hybrid sequential sampling based metamodelling approach for high dimensional problems
Selvakumar Ulaganathan
Ivo Couckuyt
Tom Dhaene
Eric Laermans
Joris Degroote
P1
Conferentie
2016
Active learning for approximation of expensive functions with normal distributed output uncertainty
Joachim van der Herten
Ivo Couckuyt
Dirk Deschrijver
Tom Dhaene
C1
Conferentie
2016
Adaptive classification under computational budget constraints using sequential data gathering
Joachim van der Herten
Ivo Couckuyt
Dirk Deschrijver
Tom Dhaene
A1
Artikel in een tijdschrift
in
ADVANCES IN ENGINEERING SOFTWARE
2016
Adaptive modeling and sampling methodologies for Internet of Things applications
Joachim van der Herten
Ivo Couckuyt
Dirk Deschrijver
Piet Demeester
Tom Dhaene
P1
Conferentie
2016
Building accurate radio environment maps from multi-fidelity spectrum sensing data
Selvakumar Ulaganathan
Dirk Deschrijver
Mostafa Pakparvar
Ivo Couckuyt
Wei Liu
David Plets
Wout Joseph
Tom Dhaene
Luc Martens
Ingrid Moerman
A1
Artikel in een tijdschrift
in
WIRELESS NETWORKS
2016
Comparison study of PC and kriging based surrogate modeling
Arun Kaintura
Domenico Spina
Ivo Couckuyt
Tom Dhaene
C3
Conferentie
2016
Data-driven model based design and analysis of antenna structures
Selvakumar Ulaganathan
Slawomir Koziel
Adrian Bekasiewicz
Ivo Couckuyt
Eric Laermans
Tom Dhaene
A1
Artikel in een tijdschrift
in
IET MICROWAVES ANTENNAS & PROPAGATION
2016
Design space exploration using self-organizing map based adaptive sampling
Keiichi Ito
Ivo Couckuyt
Roberto d'Ippolito
Tom Dhaene
A1
Artikel in een tijdschrift
in
APPLIED SOFT COMPUTING
2016
Efficient identification of a multi-objective pareto front on a wireless experimentation facility
Michael Mehari
Eli De Poorter
Ivo Couckuyt
Dirk Deschrijver
Günter Vermeeren
David Plets
Wout Joseph
Luc Martens
Tom Dhaene
Ingrid Moerman
A1
Artikel in een tijdschrift
in
IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS
2016
High dimensional Kriging metamodelling utilising gradient information
Selvakumar Ulaganathan
Ivo Couckuyt
Tom Dhaene
Joris Degroote
Eric Laermans
A1
Artikel in een tijdschrift
in
APPLIED MATHEMATICAL MODELLING
2016
Hypervolume-based multi-objective bayesian optimization with student-t processes
Joachim van der Herten
Ivo Couckuyt
Tom Dhaene
C1
Conferentie
2016
Low-cost surrogate models for microwave filters
Natalia Leszczynska
Ivo Couckuyt
Tom Dhaene
Michal Mrozowski
A1
Artikel in een tijdschrift
in
IEEE MICROWAVE AND WIRELESS COMPONENTS LETTERS
2016
Multi-objective variable subset selection using heterogeneous surrogate modeling and sequential design
Joachim van der Herten
Ivo Couckuyt
Dirk Deschrijver
Tom Dhaene
P1
Conferentie
2016
Optimization of silicon photonic components using multi-fidelity simulations and co-kriging
P. Wahl
Ivo Couckuyt
C. Kremers
F. Demming
Tom Dhaene
Wim Bogaerts
C1
Conferentie
2016
Performance study of gradient-enhanced Kriging
Selvakumar Ulaganathan
Ivo Couckuyt
Tom Dhaene
Joris Degroote
Eric Laermans
A1
Artikel in een tijdschrift
in
ENGINEERING WITH COMPUTERS
2016
Random survival forests for predicting the bed occupancy in the intensive care unit
Joeri Ruyssinck
Joachim van der Herten
Rein Houthooft
Femke Ongenae
Ivo Couckuyt
Bram Gadeyne
Kirsten Colpaert
Johan Decruyenaere
Filip De Turck
Tom Dhaene
A1
Artikel in een tijdschrift
in
COMPUTATIONAL AND MATHEMATICAL METHODS IN MEDICINE
2016
Sampling high-dimensional design spaces for analysis and optimization
Keiichi Ito
Tom Dhaene
Ivo Couckuyt
Proefschrift
2016
Sensitivity analysis of expensive black-box systems using metamodeling
Tom Van Steenkiste
Joachim van der Herten
Ivo Couckuyt
Tom Dhaene
P1
Conferentie
2016
Shape optimization of a cyclone separator using multi-objective surrogate-based optimization
Prashant Singh
Ivo Couckuyt
Khairy Elsayed
Dirk Deschrijver
Tom Dhaene
A1
Artikel in een tijdschrift
in
APPLIED MATHEMATICAL MODELLING
2016
Variance-based interaction index measuring heteroscedasticity
Keiichi Ito
Ivo Couckuyt
S Poles
Tom Dhaene
A1
Artikel in een tijdschrift
in
COMPUTER PHYSICS COMMUNICATIONS
2016
2015
A fuzzy hybrid sequential design strategy for global surrogate modeling of high-dimensional computer experiments
Joachim van der Herten
Ivo Couckuyt
Dirk Deschrijver
Tom Dhaene
A1
Artikel in een tijdschrift
in
SIAM JOURNAL ON SCIENTIFIC COMPUTING
2015
A matlab toolbox for kriging metamodelling
Selvakumar Ulaganathan
Ivo Couckuyt
Dirk Deschrijver
Eric Laermans
Tom Dhaene
P1
Conferentie
2015
Constructing classifiers of expensive simulation-based data by sequential experimental design
Joachim van der Herten
Ivo Couckuyt
Dirk Deschrijver
Tom Dhaene
P1
Conferentie
2015
Cost-efficient modeling of antenna structures using Gradient Enhanced Kriging
Selvakumar Ulaganathan
S Koziel
A Bekasiewicz
Ivo Couckuyt
Eric Laermans
Tom Dhaene
P1
Conferentie
2015
Efficient global optimization of multi-parameter network problems on wireless testbeds
Michael Mehari
Eli De Poorter
Ivo Couckuyt
Dirk Deschrijver
Jono Vanhie-Van Gerwen
Daan Pareit
Tom Dhaene
Ingrid Moerman
A1
Artikel in een tijdschrift
in
AD HOC NETWORKS
2015
Machine learning methods to predict delayed graft function after kidney transplantation
Alexander Decruyenaere
Philippe Decruyenaere
Frank Vermassen
Patrick Peeters
Tom Dhaene
Ivo Couckuyt
C3
Conferentie
2015
Performance study of multi-fidelity gradient enhanced kriging
Selvakumar Ulaganathan
Ivo Couckuyt
Francesco Ferranti
Eric Laermans
Tom Dhaene
A1
Artikel in een tijdschrift
in
STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION
2015
Prediction of delayed graft function after kidney transplantation : comparison between logistic regression and machine learning methods
Alexander Decruyenaere
Philippe Decruyenaere
Patrick Peeters
Frank Vermassen
Tom Dhaene
Ivo Couckuyt
A1
Artikel in een tijdschrift
in
BMC MEDICAL INFORMATICS AND DECISION MAKING
2015
Predictive modeling of delayed graft function after kidney transplantation using machine learning methods
Alexander Decruyenaere
Philippe Decruyenaere
Frank Vermassen
Patrick Peeters
Tom Dhaene
Ivo Couckuyt
C3
Conferentie
2015
Predictive modelling of survival and length of stay in critically ill patients using sequential organ failure scores
Rein Houthooft
Joeri Ruyssinck
Joachim van der Herten
Sean Stijven
Ivo Couckuyt
Bram Gadeyne
Femke Ongenae
Kirsten Colpaert
Johan Decruyenaere
Tom Dhaene
et al.
A1
Artikel in een tijdschrift
in
ARTIFICIAL INTELLIGENCE IN MEDICINE
2015
Variable-fidelity surrogate modelling with kriging
Selvakumar Ulaganathan
Ivo Couckuyt
Francesco Ferranti
Tom Dhaene
Eric Laermans
C1
Conferentie
2015
2014
A constrained multi-objective surrogate-based optimization algorithm
Prashant Singh
Ivo Couckuyt
Francesco Ferranti
Tom Dhaene
P1
Conferentie
2014
Classification aided domain reduction for high dimensional optimization
Prashant Singh
Francesco Ferranti
Dirk Deschrijver
Ivo Couckuyt
Tom Dhaene
P1
Conferentie
2014
Efficient multi-objective optimization of wireless network problems on wireless testbeds
Michael Mehari
Eli De Poorter
Ivo Couckuyt
Dirk Deschrijver
Jono Vanhie-Van Gerwen
Tom Dhaene
Ingrid Moerman
P1
Conferentie
2014
Efficient multi-objective simulation-driven antenna design using Co-Kriging
Slawomir Koziel
Adrian Bekasiewicz
Ivo Couckuyt
Tom Dhaene
A1
Artikel in een tijdschrift
in
IEEE TRANSACTIONS ON ANTENNAS AND PROPAGATION
2014
Environmental electromagnetic characterization framework for wearable antenna materials
Frederick Declercq
Sam Agneessens
Hendrik Rogier
Ivo Couckuyt
Tom Dhaene
P1
Conferentie
2014
Fast calculation of multiobjective probability of improvement and expected improvement criteria for Pareto optimization
Ivo Couckuyt
Dirk Deschrijver
Tom Dhaene
A1
Artikel in een tijdschrift
in
JOURNAL OF GLOBAL OPTIMIZATION
2014
Genetic algorithm based multi-objective least square support vector machine for simultaneous determination of multiple components by near infrared spectroscopy
B Xu
X Wang
Tom Dhaene
X Shi
Ivo Couckuyt
Y Bai
Y Qiao
A1
Artikel in een tijdschrift
in
SPECTROSCOPY AND SPECTRAL ANALYSIS
2014
Multi-objective design of antenna structures using variable-fidelity EM simulations and co-kriging
S Koziel
S Ogurtsov
Ivo Couckuyt
Tom Dhaene
P1
Conferentie
2014
On the use of gradients in kriging surrogate models
Selvakumar Ulaganathan
Ivo Couckuyt
Tom Dhaene
Eric Laermans
Joris Degroote
P1
Conferentie
2014
Sequential sampling algorithm for simultaneous near-field scanning of amplitude and phase
T Claeys
D Pissoort
Dirk Deschrijver
Ivo Couckuyt
Tom Dhaene
P1
Conferentie
2014
ooDACE toolbox: a flexible object-oriented Kriging implementation
Ivo Couckuyt
Tom Dhaene
Piet Demeester
A1
Artikel in een tijdschrift
in
JOURNAL OF MACHINE LEARNING RESEARCH
2014
2013
An immunity modeling technique to predict the influence of continuous wave and amplitude modulated noise on nonlinear analog circuits
C Gazda
Dries Vande Ginste
Hendrik Rogier
Ivo Couckuyt
Tom Dhaene
K Stijnen
H Pues
C1
Conferentie
2013
Efficient optimization of the integrity behavior of analog nonlinear devices using surrogate models
Celina Gazda
Dries Vande Ginste
Hendrik Rogier
Ivo Couckuyt
Tom Dhaene
Kristof Stijnen
Hugo Pues
P1
Conferentie
2013
Environmental high frequency characterization of fabrics based on a novel surrogate modelling antenna technique
Frederick Declercq
Ivo Couckuyt
Hendrik Rogier
Tom Dhaene
A1
Artikel in een tijdschrift
in
IEEE TRANSACTIONS ON ANTENNAS AND PROPAGATION
2013
Forward and inverse surrogate modeling of computationally expensive problems
Ivo Couckuyt
Tom Dhaene
Filip De Turck
Proefschrift
2013
Harmonic balance surrogate-based immunity modeling of a nonlinear analog circuit
C Gazda
Dries Vande Ginste
Hendrik Rogier
Ivo Couckuyt
Tom Dhaene
K Stijnen
H Pues
A1
Artikel in een tijdschrift
in
IEEE TRANSACTIONS ON ELECTROMAGNETIC COMPATIBILITY
2013
Identification of quasi-optimal regions in the design space using surrogate modeling
Ivo Couckuyt
Jef Aernouts
Dirk Deschrijver
Filip De Turck
Tom Dhaene
A1
Artikel in een tijdschrift
in
ENGINEERING WITH COMPUTERS
2013
Integrating rate based models into multi-objective optimisation of process designs using surrogate models
SL Teske
Ivo Couckuyt
T Schildhauer
S Biollaz
F Maréchal
C1
Conferentie
2013
Optimized sequential sampling algorithm for EMI near-field scanning
T Dorné
F Vanhee
T Grenson
D Pissoort
Dirk Deschrijver
Ivo Couckuyt
Tom Dhaene
C1
Conferentie
2013
Reliable design closure of sonnet-simulated structures using co-kriging
Slawomir Koziel
Ivo Couckuyt
Tom Dhaene
C1
Conferentie
2013
Reliable reduced cost modeling and design optimization of microwave filters using co-kriging
Slawomir Koziel
Leifur Leifsson
Ivo Couckuyt
Tom Dhaene
A1
Artikel in een tijdschrift
in
INTERNATIONAL JOURNAL OF NUMERICAL MODELLING-ELECTRONIC NETWORKS DEVICES AND FIELDS
2013
Robust variable-fidelity optimization of microwave filters using co-Kriging and trust regions
S Koziel
L Leifsson
Ivo Couckuyt
Tom Dhaene
A1
Artikel in een tijdschrift
in
MICROWAVE AND OPTICAL TECHNOLOGY LETTERS
2013
Surrogate modeling of microwave structures using kriging, co-kriging, and space mapping
Ivo Couckuyt
Slawomir Koziel
Tom Dhaene
A1
Artikel in een tijdschrift
in
INTERNATIONAL JOURNAL OF NUMERICAL MODELLING-ELECTRONIC NETWORKS DEVICES AND FIELDS
2013
The SUMO toolbox: a tool for automatic regression modeling and active learning
Ivo Couckuyt
Dirk Gorissen
Karel Crombecq
Dirk Deschrijver
Tom Dhaene
P1
Conferentie
2013
Variable-fidelity electromagnetic simulations and co-kriging for accurate modeling of antennas
S Koziel
S Ogurtsov
Ivo Couckuyt
Tom Dhaene
A1
Artikel in een tijdschrift
in
IEEE TRANSACTIONS ON ANTENNAS AND PROPAGATION
2013
2012
Accurate modeling of antennas using variable-fidelity EM simulations and co-kriging
Slawomir Koziel
Stanislav Ogurtsov
Ivo Couckuyt
Tom Dhaene
C1
Conferentie
2012
Blind Kriging: implementation and performance analysis
Ivo Couckuyt
A Forrester
Dirk Gorissen
Filip De Turck
Tom Dhaene
A1
Artikel in een tijdschrift
in
ADVANCES IN ENGINEERING SOFTWARE
2012
Constrained multiobjective optimization of a common-mode suppression filter
Celina Gazda
Ivo Couckuyt
Hendrik Rogier
Dries Vande Ginste
Tom Dhaene
A1
Artikel in een tijdschrift
in
IEEE TRANSACTIONS ON ELECTROMAGNETIC COMPATIBILITY
2012
Cost-efficient electromagnetic-simulation-driven antenna design using co-Kriging
S Koziel
S Ogurtsov
Ivo Couckuyt
Tom Dhaene
A1
Artikel in een tijdschrift
in
IET MICROWAVES ANTENNAS & PROPAGATION
2012
Efficient simulation-driven design optimization of antennas using co-kriging
Slawomir Koziel
Stanislav Ogurtsov
Ivo Couckuyt
Tom Dhaene
P1
Conferentie
2012
Fast optimization of microwave filters using surrogate-based optimization methods
Krishnan Chemmangat Manakkal Cheriya
Dirk Deschrijver
Ivo Couckuyt
Tom Dhaene
Luc Knockaert
P1
Conferentie
2012
Inverse modelling of an aneurysm's stiffness using surrogate-based optimization and fluid-structure interaction simulations
Joris Degroote
Ivo Couckuyt
Jan Vierendeels
Patrick Segers
Tom Dhaene
A1
Artikel in een tijdschrift
in
STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION
2012
Practical implementation of a sequential sampling algorithm for EMI near-field scanning
Bram Van der Streek
Filip Vanhee
Bart Boesman
Davy Pissoort
Dirk Deschrijver
Ivo Couckuyt
Tom Dhaene
C1
Conferentie
2012
Reliable low-cost co-kriging modeling of microwave devices
Slawomir Koziel
Ivo Couckuyt
Tom Dhaene
C1
Conferentie
2012
Sensitivity of night cooling performance to room/system design: surrogate models based on CFD
Kim Goethals
Ivo Couckuyt
Tom Dhaene
Arnold Janssens
A1
Artikel in een tijdschrift
in
BUILDING AND ENVIRONMENT
2012
Sensitivity of night cooling performance to room/system design: surrogate models based on CFD
Kim Goethals
Ivo Couckuyt
Tom Dhaene
Arnold Janssens
C1
Conferentie
2012
Time domain analysis of a common-mode suppression filter subjected to a multi-objective optimization
Celina Gazda
Ivo Couckuyt
Hendrik Rogier
Dries Vande Ginste
Tom Dhaene
C1
Conferentie
2012
Towards efficient multiobjective optimization: multiobjective statistical criterions
Ivo Couckuyt
Dirk Deschrijver
Tom Dhaene
P1
Conferentie
2012
Two-level refined direct optimization scheme using intermediate surrogate models for electromagnetic optimization of a switched reluctance motor
Guillaume Crevecoeur
Ahmed Mohamed Abouelyazied Abdallh
Ivo Couckuyt
Luc Dupré
Tom Dhaene
A1
Artikel in een tijdschrift
in
ENGINEERING WITH COMPUTERS
2012
Variable-fidelity optimization of microwave filters using co-kriging and trust regions
Slawomir Koziel
Ivo Couckuyt
Tom Dhaene
P1
Conferentie
2012
2011
An alternative approach to avoid overfitting for surrogate models
Huu Minh Nguyen
Ivo Couckuyt
Luc Knockaert
Tom Dhaene
Dirk Gorissen
Yvan Saeys
P1
Conferentie
2011
Automatic surrogate model type selection during the optimization of expensive black-box problems
Ivo Couckuyt
Filip De Turck
Tom Dhaene
Dirk Gorissen
P1
Conferentie
2011
Avoiding overfitting in surrogate modeling: an alternative approach
Huu Minh Nguyen
Ivo Couckuyt
Yvan Saeys
Luc Knockaert
Tom Dhaene
Dirk Gorissen
C1
Conferentie
2011
Inverse modelling of an aneurysm's stiffness using surrogate-based optimization of a three-dimensional fluid-structure interaction simulation
Joris Degroote
Ivo Couckuyt
Jan Vierendeels
Patrick Segers
Tom Dhaene
C1
Conferentie
2011
Kriging, co-kriging and space mapping for microwave circuit modeling
Ivo Couckuyt
Slawomir Koziel
Tom Dhaene
P1
Conferentie
2011
2010
A surrogate modeling and adaptive sampling toolbox for computer based design
Dirk Gorissen
Ivo Couckuyt
Piet Demeester
Tom Dhaene
Karel Crombecq
A1
Artikel in een tijdschrift
in
JOURNAL OF MACHINE LEARNING RESEARCH
2010
Complex permittivity characterization of textile materials by means of surrogate modelling
F Declercq
Ivo Couckuyt
Hendrik Rogier
Tom Dhaene
P1
Conferentie
2010
Elastic characterization of membranes with a complex shape using point indentation measurements and inverse modelling
Jef Aernouts
Ivo Couckuyt
Karel Crombecq
Joris JJ Dirckx
A1
Artikel in een tijdschrift
in
INTERNATIONAL JOURNAL OF ENGINEERING SCIENCE
2010
Inverse surrogate modeling: output performance space sampling
Ivo Couckuyt
Dirk Gorissen
Tom Dhaene
C3
Conferentie
2010
Multiobjective global surrogate modeling, dealing with the 5-percent problem
Dirk Gorissen
Ivo Couckuyt
Eric Laermans
Tom Dhaene
A1
Artikel in een tijdschrift
in
ENGINEERING WITH COMPUTERS
2010
Surrogate-based infill optimization applied to electromagnetic problems
Ivo Couckuyt
Frederick Declercq
Tom Dhaene
Hendrik Rogier
Luc Knockaert
A1
Artikel in een tijdschrift
in
INTERNATIONAL JOURNAL OF RF AND MICROWAVE COMPUTER-AIDED ENGINEERING
2010
Surrogate-based modeling of electrical systems
Ivo Couckuyt
Tom Dhaene
C3
Conferentie
2010
2009
A novel hybrid active learning strategy for nonlinear regression
Karel Crombecq
Ivo Couckuyt
Eric Laermans
Tom Dhaene
C1
Conferentie
2009
Automated response surface model generation with sequential design
Ivo Couckuyt
K Crombecq
Dirk Gorissen
Tom Dhaene
C3
Conferentie
2009
Automatic approximation of expensive functions with active learning
Dirk Gorissen
Karel Crombecq
Ivo Couckuyt
Tom Dhaene
Hoofdstuk in een boek
in
Foundations of Computational Intelligence, volume 1 : learning and approximation
2009
Automatic calibration of semi-distributed conceptual rainfall–runoff model using MOSCEM algorithm
H Rouhani
Dirk Gorissen
Ivo Couckuyt
J Feyen
C1
Conferentie
2009
Evolutionary regression modeling with active learning: an application to rainfall runoff modeling
Ivo Couckuyt
Dirk Gorissen
Hamed Rouhani
Eric Laermans
Tom Dhaene
P1
Conferentie
2009
Pareto-based multi-output metamodeling with active learning
Dirk Gorissen
Ivo Couckuyt
Eric Laermans
Tom Dhaene
P1
Conferentie
2009
Pareto-based multi-output model type selection
Dirk Gorissen
Ivo Couckuyt
Karel Crombecq
Tom Dhaene
P1
Conferentie
2009
Space-filling sequential design strategies for adaptive surrogate modelling
K Crombecq
Ivo Couckuyt
Dirk Gorissen
Tom Dhaene
C3
Conferentie
2009
Two-level refined direct method for electromagnetic optimization and inverse problems
Guillaume Crevecoeur
Ahmed Mohamed Abouelyazied Abdallh
Ivo Couckuyt
Dirk Gorissen
Luc Dupré
Tom Dhaene
C3
Conferentie
2009