Research Explorer

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Researcher

Tom Dhaene

Publications & Research Data

Awards & Distinctions

558 Results

2026

3D activity reconstruction from angular gamma scanning via variational bayes : a proof of concept

Victor Jose Casas MolinaEric LaloyBart RogiersTom DhaeneIvo Couckuyt

A1 Journal Article in APPLIED RADIATION AND ISOTOPES

Context-aware deep learning for biomedical time series analysis

Karel FonteynDirk DeschrijverTom Dhaene

Design of a fabrication-tolerant directional coupler via robust Bayesian optimization

Thijs UllrickYichen LiuJixiang QingyWim BogaertsTom Dhaene

A1 Journal Article in ELECTRONICS LETTERS

Gaussian process kernels for efficient sequential sampling of electromagnetic radiation on spherical surfaces

Yens LindemansTim ClaeysDavy PissoortIvo CouckuytTom Dhaene

A1 Journal Article in IEEE TRANSACTIONS ON ANTENNAS AND PROPAGATION

2025

A novel Kriging-assisted multi-objective optimisation method considering infeasibility ratio under input uncertainty

Hua WeiQi ZhouTom DhaeneIvo Couckuyt

A1 Journal Article in JOURNAL OF ENGINEERING DESIGN

Augmentation-free longitudinal modeling through structuring whitened embeddings

Karel FonteynLennert BontinckTom DhaeneDirk Deschrijver

A1 Journal Article in IEEE ACCESS

Bayesian optimization of microwave filters : a physics-informed approach using the Szegö kernel

Yens LindemansThijs UllrickIvo CouckuytDirk DeschrijverTom Dhaene

Composite delay-informed rational kernel for modeling of electrically long interconnects

Tekalegn Mezemr YihuneThijs UllrickTom DhaeneDries PeumansDomenico Spina

A1 Journal Article in IEEE MICROWAVE AND WIRELESS TECHNOLOGY LETTERS

CSD-AFNet : computationally efficient atrial fibrillation classification from ECGs using 2D causal strided dilated convolutions

Lennert BontinckAranka SteyaertHongbing ChenTom DhaeneDirk Deschrijver

Data-efficient interactive multi-objective optimization using ParEGO

Arash HeidariSebastian Rojas GonzalezTom DhaeneIvo Couckuyt

Dataset of observables for small modular lead-cooled fast reactor MOX spent nuclear fuel

Victor Jose Casas MolinaPablo RomojaroGwennaelle NourryGert van den EyndeLuca FioritoIvan Merino-RodriguezTom DhaeneIvo Couckuyt

A2 Journal Article in DATA IN BRIEF

Deep learning-based event counting for apnea-hypopnea index estimation using recursive spiking neural networks

Lorin Werthen-BrabantsYolanda Castillo-EscarioWillemijn GroenendaalRaimon JaneTom DhaeneDirk Deschrijver

A1 Journal Article in IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

KARMA : kernel-aided rational macromodeling of noisy electrical frequency response data

Thijs UllrickDirk DeschrijverWim BogaertsTom Dhaene

A1 Journal Article in IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES

Knee detection in Bayesian multiobjective optimization using Thompson sampling

Arash HeidariJixiang QingSebastian Rojas GonzalezJuergen BrankeTom DhaeneIvo Couckuyt

A1 Journal Article in IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION

Multi-objective optimization and active learning of multi-fidelity simulations

Hua WeiTom DhaeneIvo CouckuytQi Zhou

Spectral bayesian optimization using a physics-informed rational Szego kernel for microwave design

Yens LindemansThijs UllrickIvo CouckuytTim PattynDirk DeschrijverDries Vande GinsteTom Dhaene

A1 Journal Article in IEEE TRANSACTIONS ON COMPONENTS PACKAGING AND MANUFACTURING TECHNOLOGY

Strategies for feature-assisted development of topology agnostic planar antennas using variable-fidelity models

Adrian BekasiewiczKhadijeh AskaripourMariusz DzwonkowskiTom DhaeneIvo Couckuyt

A1 Journal Article in JOURNAL OF COMPUTATIONAL SCIENCE

The role of trustworthy and reliable AI for multiple sclerosis

Lorin Werthen-BrabantsTom DhaeneDirk Deschrijver

A2 Journal Article in FRONTIERS IN DIGITAL HEALTH

Trade-offs in Bayesian active learning for feasible region identification

Ioana NikovaSebastian Rojas GonzalezTom DhaeneIvo Couckuyt

A1 Journal Article in JOURNAL OF INTELLIGENT MANUFACTURING

Vapor compression system data-driven surrogate models for aircraft Environmental Control Systems

Nicolas AblanqueNasrulloh Ratu Bagus Satrio LokaSantiago TorrasSriram GurumurthyJoaquim RigolaCarles OlietIvo CouckuytTom DhaeneAntonello Monti

A1 Journal Article in INTERNATIONAL JOURNAL OF REFRIGERATION

Wavelength-tunable equivalent circuit models for SPICE-based photonic-electronic co-simulation

Thijs UllrickDirk DeschrijverDomenico SpinaWim BogaertsTom Dhaene

A1 Journal Article in JOURNAL OF COMPUTATIONAL ELECTRONICS

2024

Accurate post-processing of spatially-separated antenna measurements realized in non-anechoic environments

Adrian BekasiewiczVorya WaladiTom DhaeneBartosz Czaplewski

Bayesian optimization of a collimated HPGe detector model for Segmented Gamma Scanning

Victor Jose Casas MolinaEric LaloyBart RogiersTom DhaeneIvo Couckuyt

A1 Journal Article in NUCLEAR INSTRUMENTS & METHODS IN PHYSICS RESEARCH SECTION A-ACCELERATORS SPECTROMETERS DETECTORS AND ASSOCIATED EQUIPMENT

Cheap-expensive multi-objective Bayesian optimization for permanent magnet synchronous motor design

Nasrulloh Ratu Bagus Satrio LokaMohamed IbrahimIvo CouckuytInneke Van NieuwenhuyseTom Dhaene

A1 Journal Article in ENGINEERING WITH COMPUTERS

Data-driven surrogate modeling for the flammability reduction system

Arash HeidariLorin Werthen-BrabantsTom DhaeneIvo CouckuytC. OnurP. Van GilsI. Jojic

ECGencode : compact and computationally efficient deep learning feature encoder for ECG signals

Lennert BontinckKarel FonteynTom DhaeneDirk Deschrijver

A1 Journal Article in EXPERT SYSTEMS WITH APPLICATIONS

Evaluation of machine learning models for received signal strength based visible light positioning with obstacles

Jorik De BruyckerMichiel De WildeFederico GarbugliaIoana NikovaIvo CouckuytTom DhaeneNobby Stevens

Globalized trust-region optimization: An unassuming approach

Yens LindemansA. BekasiewiczIvo CouckuytTom Dhaene

Improving features for multiple sclerosis disability progression prediction through temporal alignment of hospital visits

Karel FonteynTom DhaeneDirk Deschrijver

Lower confidence bound for preference selection in interactive multi-objective optimization

Arash HeidariSebastian Rojas GonzalezTom DhaeneIvo Couckuyt

Machine-learning-based prediction of disability progression in multiple sclerosis : an observational, international, multi-center study

Edward De BrouwerThijs BeckerLorin Werthen-BrabantsPieter DewulfDimitrios IliadisCathérine DekeyserGuy LaureysBart Van WijmeerschVeronica PopescuTom Dhaene et al.

A2 Journal Article in PLOS DIGITAL HEALTH

Miniaturization-oriented design of spline-parameterized UWB antenna for in-door positioning applications

Adrian BekasiewiczTom DhaeneIvo CouckuytJacek Litka

Modeling microwave S-parameters using frequency-scaled rational Gaussian process kernels

Thijs UllrickDirk DeschrijverWim BogaertsTom Dhaene

Multi-objective constrained robust design of a metamaterial vibration isolator with a limited budget

Hua WeiQi ZhouTom DhaeneIvo Couckuyt

A1 Journal Article in JOURNAL OF ENGINEERING DESIGN

Optimized data transmission for radar-based edge-cloud human activity recognition via quantization

Victor TuytteArash HeidariLorin Werthen-BrabantsTom DhaeneIvo Couckuyt

Optimizing memory footprint for radar-based human activity recognition on resource-constrained devices

Arash HeidariLorin Werthen-BrabantsTom DhaeneIvo Couckuyt

Specification-oriented automatic design of topologically agnostic antenna structure

Adrian BekasiewiczMariusz DzwonkowskiTom DhaeneIvo Couckuyt

Surrogate-assisted evolutionary algorithm for the calibration of distributed hydrological models based on two-dimensional shallow water equations

Juan Fernando Farfán DuránArash HeidariTom DhaeneIvo CouckuytLuis Cea

A1 Journal Article in WATER

TR-based antenna design with forward FD : the effects of step size on the optimization performance

Adrian BekasiewiczSlawomir KozielTom DhaeneMarcin Narloch

2023

A robust multi-objective Bayesian optimization framework considering input uncertainty

Jixiang QingIvo CouckuytTom Dhaene

A1 Journal Article in JOURNAL OF GLOBAL OPTIMIZATION

Bayesian active learning for engineering design and optimization under uncertainty

Jixiang QingTom DhaeneIvo Couckuyt

Bayesian active learning for modeling and optimization of microwave devices

Federico GarbugliaTom DhaeneDirk Deschrijver

Bayesian optimization for engineering design and process optimization

Nasrulloh Ratu Bagus Satrio LokaTom DhaeneIvo CouckuytInneke Van NieuwenhuyseSebastian Rojas Gonzales

Bayesian optimization for microwave devices using deep GP spectral surrogate models

Federico GarbugliaDomenico SpinaDirk DeschrijverIvo CouckuytTom Dhaene

A1 Journal Article in IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES

Bi-objective Bayesian optimization of engineering problems with cheap and expensive cost functions

Nasrulloh Ratu Bagus Satrio LokaIvo CouckuytFederico GarbugliaDomenico SpinaInneke Van NieuwenhuyseTom Dhaene

A1 Journal Article in ENGINEERING WITH COMPUTERS

Comparator model for detecting changes in the ease of breathing of COPD patients

Thomas KokW. GroenendaalS. Blanco-AlmazanL. LijnenC. SmeetsD. RuttensJ. MoralesTom DhaeneFemke OngenaeSofie Van Hoecke et al.

Cost-aware active learning for feasible region identification

Ioana NikovaTom DhaeneIvo Couckuyt

Machine learning with radar sensors for smart healthcare

Geethika BhavanasiTom DhaeneIvo Couckuyt

Modeling and co-simulation framework for multi-wavelength photonic integrated circuits : a wideband complex vector fitting approach

Thijs UllrickDirk DeschrijverWim BogaertsTom Dhaene

Modeling electrically long interconnects using physics-informed delayed gaussian processes

Federico GarbugliaTorsten ReuschelChristian SchusterDirk DeschrijverTom DhaeneDomenico Spina

A1 Journal Article in IEEE TRANSACTIONS ON ELECTROMAGNETIC COMPATIBILITY

Modeling S-parameters of interconnects using periodic Gaussian process kernels

Federico GarbugliaDomenico SpinaTorsten ReuschelChristian SchusterDirk DeschrijverTom Dhaene

On the role of Bayesian learning for electronic design automation : a survey

Federico GarbugliaDirk DeschrijverTom Dhaene

A2 Journal Article in IEEE ELECTROMAGNETIC COMPATIBILITY MAGAZINE

Open-set patient activity recognition with radar sensors and deep learning

Geethika BhavanasiLorin Werthen-BrabantsTom DhaeneIvo Couckuyt

A1 Journal Article in IEEE GEOSCIENCE AND REMOTE SENSING LETTERS

Quantifying uncertainty and improving reliability of time-series based deep learning models

Lorin Werthen-BrabantsDirk DeschrijverTom Dhaene

Reliable assessment of uncertainty for appliance recognition in NILM using conformal prediction

Lorin Werthen-BrabantsTom DhaeneDirk Deschrijver

A1 Journal Article in ELECTRONICS LETTERS

Wideband complex vector fitting for modeling time delay variations in passive photonic filters

Thijs UllrickDirk DeschrijverWim BogaertsTom Dhaene

Wideband parametric baseband macromodeling of linear and passive photonic circuits via complex vector fitting

Thijs UllrickDomenico SpinaWim BogaertsTom Dhaene

A1 Journal Article in SCIENTIFIC REPORTS

{PF}²ES : parallel feasible pareto frontier entropy search for multi-objective Bayesian optimization

Jixiang QingHenry B. MossTom DhaeneIvo Couckuyt

2022

A robust Bayesian optimization framework for microwave circuit design under uncertainty

Duygu De WitteJixiang QingIvo CouckuytTom DhaeneDries Vande GinsteDomenico Spina

A1 Journal Article in ELECTRONICS

Adaptive sampling with automatic stopping for feasible region identification in engineering design

Jixiang QingNicolas KnuddeFederico GarbugliaDomenico SpinaIvo CouckuytTom Dhaene

A1 Journal Article in ENGINEERING WITH COMPUTERS

Bayesian active learning for radiation pattern sampling over cylindrical surfaces

Federico GarbugliaTim ClaeysIvo CouckuytDirk DeschrijverTom Dhaene

A1 Journal Article in IEEE TRANSACTIONS ON ELECTROMAGNETIC COMPATIBILITY

Bayesian active learning for received signal strength-based visible light positioning

Federico GarbugliaWillem RaesJorik De BruyckerNobby StevensDirk DeschrijverTom Dhaene

A1 Journal Article in IEEE PHOTONICS JOURNAL

Data-efficient feasible region identification for engineering design

Ioana NikovaIvo CouckuytTom Dhaene

Deep learning techniques for digital satellite communications

Federico GarbugliaTom DhaeneDomenico Spina

Bookchapter in Applications of deep learning in electromagnetics : teaching Maxwell's equations to machines

Finding knees in Bayesian multi-objective optimization

Arash HeidariJixiang QingSebastian Rojas GonzalezJürgen BrankeTom DhaeneIvo Couckuyt

Machine-learning-based prediction of disability progression in multiple sclerosis : an observational, international, multi-center study

Edward De BrouwerThijs BeckerLorin Werthen-BrabantsPieter DewulfDimitrios IliadisCathérine DekeyserGuy LaureysBart Van WijmeerschVeronica PopescuTom Dhaene et al.

Multi-objective optimization : which solution do you prefer?

Arash HeidariTom DhaeneIvo Couckuyt

Patient activity recognition using radar sensors and machine learning

Geethika BhavanasiLorin Werthen-BrabantsTom DhaeneIvo Couckuyt

A1 Journal Article in NEURAL COMPUTING & APPLICATIONS

Quantifying uncertainty in real time with split BiRNN for radar human activity recognition

Lorin Werthen-BrabantsGeethika BhavanasiIvo CouckuytTom DhaeneDirk Deschrijver

S-parameter modeling and optimization using deep Gaussian processes

Federico GarbugliaDomenico SpinaDirk DeschrijverIvo CouckuytTom Dhaene

Spectral representation of robustness measures for optimization under input uncertainty

Jixiang QingTom DhaeneIvo Couckuyt

SPICE-compatible equivalent circuit models for accurate time-domain simulations of passive photonic integrated circuits

Yinghao YeThijs UllrickWim BogaertsTom DhaeneDomenico Spina

A1 Journal Article in JOURNAL OF LIGHTWAVE TECHNOLOGY

Split BiRNN for real-time activity recognition using radar and deep learning

Lorin Werthen-BrabantsGeethika BhavanasiIvo CouckuytTom DhaeneDirk Deschrijver

A1 Journal Article in SCIENTIFIC REPORTS

Surrogate modelling of dynamic phasor simulations of electrical drives

Nasrulloh Ratu Bagus Satrio LokaSriram Karthik GurumurthyBernard AmevorAntonello MontiTom DhaeneIvo Couckuyt

Tailoring radar-based patient monitoring models to real-life needs using utility maximization

Louis Vincent-De SlooverLorin Werthen-BrabantsGeethika BhavanasiTom DhaeneIvo Couckuyt

Towards accurate processing-structure-property links using deep learning

Michiel LarmuseauKoenraad TheuwissenKurt LejaeghereLode DuprezTom DhaeneStefaan Cottenier

A1 Journal Article in SCRIPTA MATERIALIA

Uncertainty quantification for appliance recognition in non-intrusive load monitoring using Bayesian deep learning

Lorin Werthen-BrabantsTom DhaeneDirk Deschrijver

A1 Journal Article in ENERGY AND BUILDINGS

2021

Bayesian active learning for multi-objective feasible region identification in microwave devices

Federico GarbugliaJixiang QingNicolas KnuddeDomenico SpinaIvo CouckuytDirk DeschrijverTom Dhaene

A1 Journal Article in ELECTRONICS LETTERS

Chapter 10 : Mixed epistemic-aleatory uncertainty using a new polynomial chaos formulation combined with machine learning

Domenico SpinaTom DhaeneFlavia Grassi

Bookchapter in Uncertainty quantification of electromagnetic devices, circuits, and systems

Complex vector fitting toolbox : a software package for the modelling and simulation of general linear and passive baseband systems

Domenico SpinaYinghao YeDirk DeschrijverWim BogaertsTom Dhaene

A1 Journal Article in ELECTRONICS LETTERS

Learning multivariate shapelets with multi-layer neural networks for interpretable time-series classification

Roberto MedicoJoeri RuyssinckDirk DeschrijverTom Dhaene

A1 Journal Article in ADVANCES IN DATA ANALYSIS AND CLASSIFICATION

Machine learning for microstructure analysis of steel

Michiel LarmuseauStefaan CottenierTom DhaeneLode Duprez

Machine learning-based characterization of SNR in digital satellite communication links

Brecht DhuyvettersDaniel DelaruelleHendrik RogierTom DhaeneDries Vande GinsteDomenico Spina

Multi-output Gaussian process prediction for computationally expensive problems with multiple levels of fidelity

Quan LinJiexiang HuQi ZhouYuansheng ChengZhen HuIvo CouckuytTom Dhaene

A1 Journal Article in KNOWLEDGE-BASED SYSTEMS

Race against the machine : can deep learning recognize microstructures as well as the trained human eye?

Michiel LarmuseauMichael SluydtsKoenraad TheuwissenLode DuprezTom DhaeneStefaan Cottenier

A1 Journal Article in SCRIPTA MATERIALIA

2020

A Bayesian optimisation procedure for estimating optimal trajectories in electromagnetic compliance testing

Rémi DelangheTom Van SteenkisteIvo CouckuytDirk DeschrijverTom Dhaene

A machine learning-based epistemic modeling framework for EMC and SI assessment

Duygu De WitteSimon De RidderDomenico SpinaTom DhaeneHendrik RogierDries Vande GinsteFlavia Grassi

A set based design method using bayesian active learning

K. ShintaniT. SugaiJ. IshizakiNicolas KnuddeIvo CouckuytTom Dhaene

A voltage and current measurement dataset for plug load appliance identification in households

Roberto MedicoLeen De BaetsJingkun GaoSuman GiriEmre KaraTom DhaeneChris DevelderMario BergesDirk Deschrijver

A1 Journal Article in SCIENTIFIC DATA

Automated framework for time-domain piecewise-linear fitting method based on digital wave processing of $S$-parameters

Piero BelforteDomenico SpinaLuigi LombardiGiulio AntoniniTom Dhaene

A1 Journal Article in IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS

Batch Bayesian active learning for feasible region identification by local penalization

Jixiang QingNicolas KnuddeIvo CouckuytTom DhaeneKohei Shintani

Bayesian active learning for electromagnetic structure design

Jixiang QingNicolas KnuddeIvo CouckuytDomenico SpinaTom Dhaene

Compact representations of microstructure images using triplet networks

Michiel LarmuseauMichael SluydtsKoenraad TheuwissenLode DuprezTom DhaeneStefaan Cottenier

A1 Journal Article in NPJ COMPUTATIONAL MATERIALS

Data-efficient Gaussian process regression for accurate visible light positioning

Nicolas KnuddeWillem RaesJorik De BruyckerTom DhaeneNobby Stevens

A1 Journal Article in IEEE COMMUNICATIONS LETTERS

Evaluation of generative modeling techniques for frequency responses

Federico GarbugliaDomenico SpinaDirk DeschrijverTom Dhaene

Experimental evaluation of machine learning methods for robust received signal strength-based visible light positioning

Willem RaesNicolas KnuddeJorik De BruyckerTom DhaeneNobby Stevens

A1 Journal Article in SENSORS

Fast characterization of input-output behavior of non-charge-based logic devices by machine learning

Arun KainturaKyle Powers FossOdysseas ZografosIvo CouckuytAdrien VayssetTom DhaeneBart Soree

A1 Journal Article in ELECTRONICS

Gaussian processes for modelling and optimization of engineering systems

Nicolas KnuddeTom DhaeneIvo Couckuyt

Hierarchical Gaussian process models for improved metamodeling

Nicolas KnuddeVincent DutordoirJoachim van der HertenIvo CouckuytTom Dhaene

A1 Journal Article in ACM TRANSACTIONS ON MODELING AND COMPUTER SIMULATION

Indoor human activity recognition using high-dimensional sensors and deep neural networks

Baptist VandersmissenNicolas KnuddeAzarakhsh JalalvandIvo CouckuytTom DhaeneWesley De Neve

A1 Journal Article in NEURAL COMPUTING & APPLICATIONS

Interpretable epilepsy detection in routine, interictal EEG data using deep learning

Thomas UyttenhoveAren MaesTom Van SteenkisteDirk DeschrijverTom Dhaene

Machine learning for time-series analysis in health care

Tom Van SteenkisteTom DhaeneDirk Deschrijver

Machine learning-based detection of anomalous and discriminative patterns in time-series data

Roberto MedicoTom DhaeneDirk Deschrijver

Machine learning-based hybrid random-fuzzy modeling framework for antenna design

Duygu De WitteSimon De RidderDomenico SpinaIvo CouckuytFlavia GrassiTom DhaeneHendrik RogierDries Vande Ginste

Machine-learning-based hybrid random-fuzzy uncertainty quantification for EMC and SI assessment

Simon De RidderDomenico SpinaNicola ToscaniFlavia GrassiDries Vande GinsteTom Dhaene

A1 Journal Article in IEEE TRANSACTIONS ON ELECTROMAGNETIC COMPATIBILITY

Multi-objective Bayesian optimization for engineering simulation

Joachim van der HertenNicolas KnuddeIvo CouckuytTom Dhaene

Bookchapter in High-performance simulation-based optimization

Multi-objective optimization of a wing fence on an unmanned aerial vehicle using surrogate-derived gradients

Jolan WautersIvo CouckuytNicolas KnuddeTom DhaeneJoris Degroote

A1 Journal Article in STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Portable detection of apnea and hypopnea events using bio-impedance of the chest and deep learning

Tom Van SteenkisteWillemijn GroenendaalPauline DreesenSeulki LeeSusie KlerkxRuben de FranciscoDirk DeschrijverTom Dhaene

A1 Journal Article in IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS

Sensor fusion using backward shortcut connections for sleep apnea detection in multi-modal data

Tom Van SteenkisteDirk DeschrijverTom Dhaene

Statistical modeling of frequency responses using linear Bayesian vector fitting

Simon De RidderDirk DeschrijverDomenico SpinaDries Vande GinsteTom Dhaene

A1 Journal Article in INTERNATIONAL JOURNAL OF NUMERICAL MODELLING-ELECTRONIC NETWORKS DEVICES AND FIELDS

2019

A Bayesian approach to adaptive frequency sampling

Simon De RidderDirk DeschrijverDomenico SpinaTom DhaeneDries Vande Ginste

A study of early sepsis detection models based on multivariate medical time series

Aren MaesTom Van SteenkisteTom DhaeneDirk Deschrijver

Accurate prediction of blood culture outcome in the intensive care unit using long short-term memory neural networks

Tom Van SteenkisteJoeri RuyssinckLeen De BaetsJohan DecruyenaereFilip De TurckFemke OngenaeTom Dhaene

A1 Journal Article in ARTIFICIAL INTELLIGENCE IN MEDICINE

Active learning for feasible region discovery

Nicolas KnuddeIvo CouckuytKohei ShintaniTom Dhaene

Adaptive frequency sampling using linear Bayesian vector fitting

Simon De RidderDirk DeschrijverDomenico SpinaTom DhaeneDries Vande Ginste

A1 Journal Article in ELECTRONICS LETTERS

ALBATROS : adaptive line-based sampling trajectories for sequential measurements

Tom Van SteenkisteJoachim van der HertenDirk DeschrijverTom Dhaene

A1 Journal Article in ENGINEERING WITH COMPUTERS

Automated sleep apnea detection in raw respiratory signals using long short-term memory neural networks

Tom Van SteenkisteWillemijn GroenendaalDirk DeschrijverTom Dhaene

A1 Journal Article in IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS

Baseband macromodeling of linear photonic circuits for time-domain simulations

Yinghao YeDomenico SpinaWim BogaertsTom Dhaene

A1 Journal Article in JOURNAL OF LIGHTWAVE TECHNOLOGY

Bayesian optimization of MRI k-Space trajectories

Tom Van SteenkisteJan AeltermanHiep LuongDirk DeschrijverTom Dhaene

Behavioural models, parameter extraction and yield prediction for silicon photonic circuits

Yufei XingWim BogaertsTom Dhaene

Continuous exploitative measurement trajectories using Bayesian optimisation

Rémi DelangheTom Van SteenkisteDirk DeschrijverTom Dhaene

Data-efficient machine learning for physics-based simulations

Arun KainturaTom DhaeneIvo Couckuyt

Data-efficient sensitivity analysis with surrogate modeling

Tom Van SteenkisteJoachim van der HertenIvo CouckuytTom Dhaene

Detection of unidentified appliances in non-intrusive load monitoring using siamese neural networks

Leen De BaetsChris DevelderTom DhaeneDirk Deschrijver

A1 Journal Article in INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS

Disentangled variational auto-encoders for explaining ECG beat embeddings

Tom Van SteenkisteDirk DeschrijverTom Dhaene

Effective time-domain approach for the assessment of the stability characteristics and other non-linear effects of RF and microwave circuits

Leonardo PantoliDomenico SpinaDaniele RomanoGiulio AntoniniGiorgio LeuzziTom Dhaene

A1 Journal Article in IET MICROWAVES ANTENNAS & PROPAGATION

Efficient time-domain modeling and simulation of passive bandpass systems

Yinghao YeDomenico SpinaDirk DeschrijverWim BogaertsTom Dhaene

Gaining insight in wind turbine drivetrain dynamics by means of automatic operational modal analysis combined with machine learning algorithms

Nicoletta GioiaP. J. DaemsC. PeetersP. GuillaumeJ. HelsenRoberto MedicoDirk DeschrijverTom Dhaene

Generation of stochastic interconnect responses via gaussian process latent variable models

Simon De RidderDirk DeschrijverPaolo ManfrediTom DhaeneDries Vande Ginste

A1 Journal Article in IEEE TRANSACTIONS ON ELECTROMAGNETIC COMPATIBILITY

Interpretable ECG beat embedding using disentangled variational auto-encoders

Tom Van SteenkisteDirk DeschrijverTom Dhaene

Learning to forget : design of experiments for line-based Bayesian optimization in dynamic environments

Jens JocquéTom Van SteenkistePieter StroobantRémi DelangheDirk DeschrijverTom Dhaene

Machine learning based error detection in transient susceptibility tests

Roberto MedicoNiels LambrechtHugo PuesDries Vande GinsteDirk DeschrijverTom DhaeneDomenico Spina

A1 Journal Article in IEEE TRANSACTIONS ON ELECTROMAGNETIC COMPATIBILITY

Machine learning based uncertainty quantification of passive microwave structures

Simon De RidderDries Vande GinsteTom Dhaene

Machine-learning-based error detection and design optimization in signal integrity applications

Roberto MedicoDomenico SpinaDries Vande GinsteDirk DeschrijverTom Dhaene

A1 Journal Article in IEEE TRANSACTIONS ON COMPONENTS PACKAGING AND MANUFACTURING TECHNOLOGY

MFITS : Bayesian active learning with support for continuous fidelity parameters and variable cost

Nicolas KnuddeIvo CouckuytTom Dhaene

Predicting yield of photonic circuits with wafer-scale fabrication variability

Wim BogaertsYufei XingYinghao YeUmar KhanJiaxing DongJoris GeesselsMartin FiersDomenico SpinaTom Dhaene

SEGOLS : a line-based sequential sampling strategy for efficient design space exploration and optimization

Rémi DelangheTom Van SteenkisteDirk DeschrijverTom Dhaene

Time-domain analysis of RF and microwave autonomous circuits by vector fitting-based approach

Leonardo PantoliDomenico SpinaDaniele RomanoGiulio AntoniniGiorgio LeuzziTom Dhaene

Time-domain characterization of photonic integrated filters subject to fabrication variations

Yinghao YeMi WangDomenico SpinaWim BogaertsTom Dhaene

A1 Journal Article in JOURNAL OF LIGHTWAVE TECHNOLOGY

Time-domain compact macromodeling of linear photonic circuits via complex vector fitting

Yinghao YeDomenico SpinaDirk DeschrijverWim BogaertsTom Dhaene

A1 Journal Article in PHOTONICS RESEARCH

Time-domain macromodeling and variability analysis of electronic and photonic circuits

Yinghao YeTom DhaeneWim Bogaerts

Transferability of deep learning based sleep apnea detection models

Tom Van SteenkisteDirk DeschrijverTom Dhaene

2018

A generative modeling framework for statistical link analysis based on sparse data

Simon De RidderPaolo ManfrediJan De GeestDirk DeschrijverDaniël De ZutterTom DhaeneDries Vande Ginste

A1 Journal Article in IEEE TRANSACTIONS ON COMPONENTS PACKAGING AND MANUFACTURING TECHNOLOGY

Appliance classification using VI trajectories and convolutional neural networks

Leen De BaetsJoeri RuyssinckChris DevelderTom DhaeneDirk Deschrijver

A1 Journal Article in ENERGY AND BUILDINGS

Autoencoding density-based anomaly detection for signal integrity applications

Roberto MedicoDomenico SpinaDries Vande GinsteDirk DeschrijverTom Dhaene

Automated assessment of bone age using deep learning and Gaussian process regression

Tom Van SteenkisteJoeri RuyssinckOlivier JanssensBaptist VandersmissenFlorian VandecasteelePIETER DEVOLDEREric AchtenSofie Van HoeckeDirk DeschrijverTom Dhaene

Comprehensive and modular stochastic modeling framework for the variability-aware assessment of Signal Integrity in high-speed links

Yinghao YeDomenico SpinaPaolo ManfrediDries Vande GinsteTom Dhaene

A1 Journal Article in IEEE TRANSACTIONS ON ELECTROMAGNETIC COMPATIBILITY

Data-efficient bayesian optimization with constraints for power amplifier design

Nicolas KnuddeIvo CouckuytDomenico SpinaK. LukasikP. BarmutaD. SchreursTom Dhaene

Fast and accurate time-domain simulation of passive photonic systems

Yinghao YeDomenico SpinaYufei XingWim BogaertsTom Dhaene

From parameter extraction, variability models to yield prediction

Yufei XingJiaxing DongUmar KhanYinghao YeDomenico SpinaTom DhaeneWim Bogaerts

Indoor person identification using a low-power FMCW radar

Baptist VandersmissenNicolas KnuddeAzarakhsh JalalvandIvo CouckuytAndre BourdouxWesley De NeveTom Dhaene

A1 Journal Article in IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Learning Multivariate Shapelets with Multi-Layer Neural Networks

Roberto MedicoJoeri RuyssinckDirk DeschrijverTom Dhaene

Machine learning for fast characterization of magnetic logic devices

Arun KainturaKyle Powers FossIvo CouckuytTom DhaeneOdysseas ZografosAdrien VayssetBart Soree

Machine learning for non-intrusive load monitoring

Leen De BaetsTom DhaeneChris Develder

Numerical modeling of a linear photonic system for accurate and efficient time-domain simulations

Yinghao YeDomenico SpinaYufei XingWim BogaertsTom Dhaene

A1 Journal Article in PHOTONICS RESEARCH

Parameterized macromodeling of stochastic linear systems for frequency- and time-domain variability analysis

Yinghao YeDomenico SpinaG. AntoniniTom Dhaene

Review of polynomial chaos-based methods for uncertainty quantification in modern integrated circuits

Arun KainturaTom DhaeneDomenico Spina

A1 Journal Article in ELECTRONICS

Sequential sensitivity analysis of expensive black-box simulators with metamodelling

Tom Van SteenkisteJoachim van der HertenIvo CouckuytTom Dhaene

A1 Journal Article in APPLIED MATHEMATICAL MODELLING

Structured inference networks using high-dimensional sensors for surveillance purposes

Vincent PolflietNicolas KnuddeBaptist VandersmissenIvo CouckuytTom Dhaene

Systematic comparison of respiratory signals for the automated detection of sleep apnea

Tom Van SteenkisteW. GroenendaalJoeri RuyssinckP. DreesenS. KlerkxC. SmeetsR. de FranciscoDirk DeschrijverTom Dhaene

VI-based appliance classification using aggregated power consumption data

Leen De BaetsTom DhaeneDirk DeschrijverMario BergesChris Develder

2017

A Kriging and stochastic collocation ensemble for uncertainty quantification in engineering applications

Arun KainturaDomenico SpinaIvo CouckuytLuc KnockaertWim BogaertsTom Dhaene

A1 Journal Article in ENGINEERING WITH COMPUTERS

A novel generative stochastic model for high-speed interconnection links

Simon De RidderPaolo ManfrediJan De GeestTom DhaeneDaniël De ZutterDries Vande Ginste

A novel parametric macromodeling technique for electromagnetic structures with propagation delays

M. SguegliaA. SorrentinoM. de MagistrisDomenico SpinaDirk DeschrijverTom Dhaene

A sequential sampling strategy for adaptive classification of computationally expensive data

Prashant SinghJoachim van der HertenDirk DeschrijverIvo CouckuytTom Dhaene

A1 Journal Article in STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Automated classification of appliances using elliptical fourier descriptors

Leen De BaetsChris DevelderDirk DeschrijverTom Dhaene

Comprehensive feature selection for appliance classification in NILM

Nasrin SadeghianpourhamamiJoeri RuyssinckDirk DeschrijverTom DhaeneChris Develder

A1 Journal Article in ENERGY AND BUILDINGS

Constrained multi-objective antenna design optimization using surrogates

Prashant SinghMarco RossiIvo CouckuytDirk DeschrijverHendrik RogierTom Dhaene

A1 Journal Article in INTERNATIONAL JOURNAL OF NUMERICAL MODELLING-ELECTRONIC NETWORKS DEVICES AND FIELDS

Data-efficient machine learning for design and optimisation of complex systems

Joachim van der HertenTom DhaeneIvo Couckuyt

Deep Gaussian process metamodeling of sequentially sampled non-stationary response surfaces

Vincent DutordoirNicolas KnuddeJoachim van der HertenIvo CouckuytTom Dhaene

Development of machine learning techniques for flow cytometry data

Sofie Van GassenTom DhaeneYvan Saeys

Electric vehicle use in public fleets : the case of the Genoa University

F. FoiadelliM. LongoF. DelfinoS. BraccoDomenico SpinaTom Dhaene

Gaussian processes for history-matching : application to an unconventional gas reservoir

Hamidreza HamdiIvo CouckuytMario Costa SousaTom Dhaene

A1 Journal Article in COMPUTATIONAL GEOSCIENCES

GPflowOpt : a bayesian optimization library using tensorflow

Nicolas KnuddeJoachim van der HertenTom DhaeneIvo Couckuyt

Handling imbalance in an extended PLAID

Leen De BaetsG. JingkunChris DevelderTom DhaeneM. BergesDirk Deschrijver

Indoor tracking of multiple persons with a 77 GHz MIMO FMCW radar

Nicolas KnuddeBaptist VandersmissenK. ParasharIvo CouckuytAzarakhsh JalalvandA BourdouxWesley De NeveTom Dhaene

Machine learning for biological network inference

Joeri RuyssinckTom DhaeneYvan Saeys

Measurement uncertainty propagation in transistor model parameters via polynomial chaos expansion

Alessandra PetrocchiArun KainturaGustavo AvolioDomenico SpinaTom DhaeneAntonio RaffoDominique MM-P Schreurs

A1 Journal Article in IEEE MICROWAVE AND WIRELESS COMPONENTS LETTERS

Multi-objective geometry optimization of a gas cyclone using triple-fidelity co-kriging surrogate models

Prashant SinghIvo CouckuytKhairy ElsayedDirk DeschrijverTom Dhaene

A1 Journal Article in JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS

Multi-objective optimization of reflector antennas using kriging and probability of improvement

Dirk I. L. de VilliersIvo CouckuytTom Dhaene

On the Bayesian optimization and robustness of event detection methods in NILM

Leen De BaetsJoeri RuyssinckChris DevelderTom DhaeneDirk Deschrijver

A1 Journal Article in ENERGY AND BUILDINGS

Optimized statistical test for event detection in non-intrusive load monitoring

Leen De BaetsJoeri RuyssinckChris DevelderTom DhaeneDirk Deschrijver

Parametric macromodeling of integrated inductors for RF circuit design

F PassosYinghao YeDomenico SpinaE RocaR Castro-LopezTom DhaeneFV Fernandez

A1 Journal Article in MICROWAVE AND OPTICAL TECHNOLOGY LETTERS

Polynomial chaos-based macromodeling of general linear multiport systems for time-domain analysis

Domenico SpinaTom DhaeneLuc KnockaertGiulio Antonini

A1 Journal Article in IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES

Surrogate modeling based cognitive decision engine for optimization of WLAN performance

David PletsKrishnan ChemmangatDirk DeschrijverMichael MehariSelvakumar UlaganathanMostafa PakparvarTom DhaeneJeroen HoebekeIngrid MoermanEmmeric Tanghe

A1 Journal Article in WIRELESS NETWORKS

Surrogate modeling with sequential design for design and analysis of electronic systems

Joachim van der HertenVincent DutordoirIvo CouckuytTom Dhaene

Surrogate modelling with sequential design for expensive simulation applications

Joachim van der HertenTom Van SteenkisteIvo CouckuytTom Dhaene

Bookchapter in Computer simulation

Time-domain variability analysis of general linear systems terminated with nonlinear devices

Yinghao YeDomenico SpinaPaolo ManfrediDries Vande GinsteTom Dhaene

2016

A benchmark for evaluation of algorithms for identification of cellular correlates of clinical outcomes

N AghaeepourP ChattopadhyayM ChikinaTom DhaeneSofie Van GassenM KursaBart LambrechtM MalekGJ McLachlanY Qian et al.

A1 Journal Article in CYTOMETRY PART A

A comparative study of kriging variants for the optimization of a turbomachinery system

Sayed Ahmed Imran BellaryAbdus SamadIvo CouckuytTom Dhaene

A1 Journal Article in ENGINEERING WITH COMPUTERS

A hybrid adaptive sampling algorithm for obtaining reduced order models for systems with frequency dependent state-space matrices

Elizabeth Rita SamuelFrancesco FerrantiLuc KnockaertTom Dhaene

A1 Journal Article in INTERNATIONAL JOURNAL OF NUMERICAL MODELLING-ELECTRONIC NETWORKS DEVICES AND FIELDS

A hybrid sequential sampling based metamodelling approach for high dimensional problems

Selvakumar UlaganathanIvo CouckuytTom DhaeneEric LaermansJoris Degroote

A novel methodology to create generative statistical models of interconnects

Simon De RidderPaolo ManfrediJan De GeestTom DhaeneDaniël De ZutterDries Vande Ginste

A structure and design of novel compact UWB slot antenna

A BekasiewiczS KozielTom Dhaene

Active learning for approximation of expensive functions with normal distributed output uncertainty

Joachim van der HertenIvo CouckuytDirk DeschrijverTom Dhaene

Adaptive classification under computational budget constraints using sequential data gathering

Joachim van der HertenIvo CouckuytDirk DeschrijverTom Dhaene

A1 Journal Article in ADVANCES IN ENGINEERING SOFTWARE

Adaptive initial step size selection for simultaneous perturbation stochastic approximation

Keiichi ItoTom Dhaene

A1 Journal Article in SPRINGERPLUS

Adaptive modeling and sampling methodologies for Internet of Things applications

Joachim van der HertenIvo CouckuytDirk DeschrijverPiet DemeesterTom Dhaene

Building accurate radio environment maps from multi-fidelity spectrum sensing data

Selvakumar UlaganathanDirk DeschrijverMostafa PakparvarIvo CouckuytWei LiuDavid PletsWout JosephTom DhaeneLuc MartensIngrid Moerman

A1 Journal Article in WIRELESS NETWORKS

Cepstrum analysis applied on event detection in NILM

Leen De BaetsJoeri RuyssinckDirk DeschrijverTom Dhaene

Comparison study of PC and kriging based surrogate modeling

Arun KainturaDomenico SpinaIvo CouckuytTom Dhaene

Data-driven model based design and analysis of antenna structures

Selvakumar UlaganathanSlawomir KozielAdrian BekasiewiczIvo CouckuytEric LaermansTom Dhaene

A1 Journal Article in IET MICROWAVES ANTENNAS & PROPAGATION

Design of experiments for model-based optimization

Prashant SinghTom DhaeneDirk Deschrijver

Design space exploration using self-organizing map based adaptive sampling

Keiichi ItoIvo CouckuytRoberto d'IppolitoTom Dhaene

A1 Journal Article in APPLIED SOFT COMPUTING

Early detection of positive blood cultures using recurrent neural networks on time series data

Thomas PeifferJoeri RuyssinckJohan DecruyenaereFilip De TurckFemke OngenaeTom Dhaene

Efficient identification of a multi-objective pareto front on a wireless experimentation facility

Michael MehariEli De PoorterIvo CouckuytDirk DeschrijverGünter VermeerenDavid PletsWout JosephLuc MartensTom DhaeneIngrid Moerman

A1 Journal Article in IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS

Energy flexibility assessment of an industrial coldstore process

Joachim van der HertenFrederick DepuydtLeen De BaetsDirk DeschrijverMatthias StrobbeChris DevelderTom DhaeneR BruneliereJ-W Rombouts

Event detection in NILM using Cepstrum smoothing

Leen De BaetsJoeri RuyssinckDirk DeschrijverTom Dhaene

Feature and model type selection using multi-objective optimization for AutoML

Joachim van der HertenTom Dhaene

FloReMi : flow density survival regression using minimal feature redundancy

Sofie Van GassenCeline VensTom DhaeneBart LambrechtYvan Saeys

A1 Journal Article in CYTOMETRY PART A

Frequency-dependent parameterized macromodeling of integrated inductors

F PassosE RocaR Castro-LopezFV FernandezYinghao YeDomenico SpinaTom Dhaene

High dimensional Kriging metamodelling utilising gradient information

Selvakumar UlaganathanIvo CouckuytTom DhaeneJoris DegrooteEric Laermans

A1 Journal Article in APPLIED MATHEMATICAL MODELLING

Hypervolume-based multi-objective bayesian optimization with student-t processes

Joachim van der HertenIvo CouckuytTom Dhaene

Longitudinal stability augmentation of seaplanes in planing

Keiichi ItoTom DhaeneY HirakawaT HirayamaT Sakurai

A1 Journal Article in JOURNAL OF AIRCRAFT

Low-cost surrogate models for microwave filters

Natalia LeszczynskaIvo CouckuytTom DhaeneMichal Mrozowski

A1 Journal Article in IEEE MICROWAVE AND WIRELESS COMPONENTS LETTERS

Machine learning challenges for single cell data

Sofie Van GassenTom DhaeneYvan Saeys

Macromodeling of general linear systems under stochastic variations

Yinghao YeDomenico SpinaTom DhaeneLuc KnockaertGiulio Antonini

Measurement-based wireless network planning, monitoring, and reconfiguration solution for robust radio communications in indoor factories

Xu GongJens TroghQuentin BraetEmmeric TangheDavid PletsPrashant SinghJeroen HoebekeDirk DeschrijverTom DhaeneLuc Martens et al.

A1 Journal Article in IET SCIENCE MEASUREMENT & TECHNOLOGY

Multi-objective variable subset selection using heterogeneous surrogate modeling and sequential design

Joachim van der HertenIvo CouckuytDirk DeschrijverTom Dhaene

Multipoint model order reduction for systems with delays

Elizabeth Rita SamuelDirk DeschrijverFrancesco FerrantiLuc KnockaertTom Dhaene

Multipoint model order reduction using reflective exploration

Elizabeth Rita SamuelLuc KnockaertTom Dhaene

Netter: re-ranking gene network inference predictions using structural network properties

Joeri RuyssinckPiet DemeesterTom DhaeneYvan Saeys

A1 Journal Article in BMC BIOINFORMATICS

Optimization of silicon photonic components using multi-fidelity simulations and co-kriging

P. WahlIvo CouckuytC. KremersF. DemmingTom DhaeneWim Bogaerts

Optimization-driven design of compact UWB MIMO antenna

A BekasiewiczS KozielTom Dhaene

Parametric modeling of radiation patterns and scattering parameters of antennas

Ngoy MutonkoleElizabeth Rita SamuelDirk IL de VilliersTom Dhaene

A1 Journal Article in IEEE TRANSACTIONS ON ANTENNAS AND PROPAGATION

Performance study of gradient-enhanced Kriging

Selvakumar UlaganathanIvo CouckuytTom DhaeneJoris DegrooteEric Laermans

A1 Journal Article in ENGINEERING WITH COMPUTERS

Positive blood culture detection in time series data using a BiLSTM network

Leen De BaetsJoeri RuyssinckThomas PeifferFilip De TurckFemke OngenaeTom DhaeneJohan Decruyenaere

Random survival forests for predicting the bed occupancy in the intensive care unit

Joeri RuyssinckJoachim van der HertenRein HouthooftFemke OngenaeIvo CouckuytBram GadeyneKirsten ColpaertJohan DecruyenaereFilip De TurckTom Dhaene

A1 Journal Article in COMPUTATIONAL AND MATHEMATICAL METHODS IN MEDICINE

Rational modeling of multivariate multi-fidelity data

Elizabeth Rita SamuelDirk DeschrijverLuc KnockaertTom DhaeneA. Cuyt

Sampling high-dimensional design spaces for analysis and optimization

Keiichi ItoTom DhaeneIvo Couckuyt

Scalable macromodelling methodology for the efficient design of microwave filters

Matthias CaenepeelKrishnan Chemmangat Manakkal CheriyaFrancesco FerrantiYves RolainTom DhaeneLuc Knockaert

A1 Journal Article in IET MICROWAVES ANTENNAS & PROPAGATION

Sensitivity analysis of expensive black-box systems using metamodeling

Tom Van SteenkisteJoachim van der HertenIvo CouckuytTom Dhaene

Shape optimization of a cyclone separator using multi-objective surrogate-based optimization

Prashant SinghIvo CouckuytKhairy ElsayedDirk DeschrijverTom Dhaene

A1 Journal Article in APPLIED MATHEMATICAL MODELLING

Stochastic collocation for device-level variability analysis in integrated photonics

Yufei XingDomenico SpinaAng LiTom DhaeneWim Bogaerts

A1 Journal Article in PHOTONICS RESEARCH

Surrogate modeling for computer aided engineering design and optimization

Selvakumar UlaganathanTom DhaeneEric Laermans

Variability analysis of device-level photonics using stochastic collocation (Conference Presentation)

Yufei XingDomenico SpinaAng LiTom DhaeneWim Bogaerts

Variance-based interaction index measuring heteroscedasticity

Keiichi ItoIvo CouckuytS PolesTom Dhaene

A1 Journal Article in COMPUTER PHYSICS COMMUNICATIONS

2015

A fuzzy hybrid sequential design strategy for global surrogate modeling of high-dimensional computer experiments

Joachim van der HertenIvo CouckuytDirk DeschrijverTom Dhaene

A1 Journal Article in SIAM JOURNAL ON SCIENTIFIC COMPUTING

A matlab toolbox for kriging metamodelling

Selvakumar UlaganathanIvo CouckuytDirk DeschrijverEric LaermansTom Dhaene

Complex aggregates over clusters of elements

Celine VensSofie Van GassenTom DhaeneYvan Saeys

Computational inference of developmental chronology using flow cytometry data

Leen De BaetsTom DhaeneYvan Saeys

Constructing classifiers of expensive simulation-based data by sequential experimental design

Joachim van der HertenIvo CouckuytDirk DeschrijverTom Dhaene

Cost-efficient modeling of antenna structures using Gradient Enhanced Kriging

Selvakumar UlaganathanS KozielA BekasiewiczIvo CouckuytEric LaermansTom Dhaene

Effective electrothermal analysis of electronic devices and systems with parameterized macromodeling

Francesco FerrantiAlessandro MagnaniVincenzo d'AlessandroSalvatore RussoNiccolo RinaldiTom DhaeneMassimiliano de Magistris

A1 Journal Article in IEEE TRANSACTIONS ON COMPONENTS PACKAGING AND MANUFACTURING TECHNOLOGY

Efficient global optimization of multi-parameter network problems on wireless testbeds

Michael MehariEli De PoorterIvo CouckuytDirk DeschrijverJono Vanhie-Van GerwenDaan PareitTom DhaeneIngrid Moerman

A1 Journal Article in AD HOC NETWORKS

Fast design optimization of UWB antenna with WLAN Band-Notch

S KozielA BekasiewiczSelvakumar UlaganathanTom Dhaene

Fast hybrid sequential design for high-dimensional surrogate modeling

Joachim van der HertenTom Dhaene

FlowSOM: using self-organizing maps for visualization and interpretation of cytometry data

Sofie Van GassenBritt CallebautMary van HeldenBart LambrechtPiet DemeesterTom DhaeneYvan Saeys

A1 Journal Article in CYTOMETRY PART A

Longitudinal stability augmentation of seaplanes in planing

Keiichi ItoTom DhaeneY HirakawaT HirayamaT Sakurai

Machine learning methods to predict delayed graft function after kidney transplantation

Alexander DecruyenaerePhilippe DecruyenaereFrank VermassenPatrick PeetersTom DhaeneIvo Couckuyt

Matrix-interpolation-based parametric model order reduction for multiconductor transmission lines with delays

Elizabeth Rita SamuelLuc KnockaertTom Dhaene

A1 Journal Article in IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS

Parameterized modeling and model order reduction for large electrical systems

Elizabeth Rita SamuelLuc KnockaertTom Dhaene

Passive parametric macromodeling by using Sylvester state-space realizations

Elizabeth Rita SamuelLuc KnockaertTom Dhaene

Performance study of multi-fidelity gradient enhanced kriging

Selvakumar UlaganathanIvo CouckuytFrancesco FerrantiEric LaermansTom Dhaene

A1 Journal Article in STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Polynomial chaos-based macromodeling of multiport systems using an input-output approach

Domenico SpinaFrancesco FerrantiTom DhaeneLuc KnockaertGiulio Antonini

A1 Journal Article in INTERNATIONAL JOURNAL OF NUMERICAL MODELLING-ELECTRONIC NETWORKS DEVICES AND FIELDS

Prediction of delayed graft function after kidney transplantation : comparison between logistic regression and machine learning methods

Alexander DecruyenaerePhilippe DecruyenaerePatrick PeetersFrank VermassenTom DhaeneIvo Couckuyt

A1 Journal Article in BMC MEDICAL INFORMATICS AND DECISION MAKING

Predictive modeling of delayed graft function after kidney transplantation using machine learning methods

Alexander DecruyenaerePhilippe DecruyenaereFrank VermassenPatrick PeetersTom DhaeneIvo Couckuyt

Predictive modelling of survival and length of stay in critically ill patients using sequential organ failure scores

Rein HouthooftJoeri RuyssinckJoachim van der HertenSean StijvenIvo CouckuytBram GadeyneFemke OngenaeKirsten ColpaertJohan DecruyenaereTom Dhaene et al.

A1 Journal Article in ARTIFICIAL INTELLIGENCE IN MEDICINE

Stochastic macromodeling for hierarchical uncertainty quantification of nonlinear electronic systems

Domenico SpinaD De JongheFrancesco FerrantiG GielenTom DhaeneLuc KnockaertG Antonini

Surrogate-based fast peak mass-averaged SAR assessment

Günter VermeerenPrashant SinghSam AertsDirk DeschrijverTom DhaeneWout JosephLuc Martens

Throughput optimization of wireless LANs by surrogate model based cognitive decision making

Mostafa PakparvarKrishnan Chemmangat Manakkal CheriyaDirk DeschrijverMichael MehariDavid PletsTom DhaeneJeroen HoebekeIngrid MoermanLuc MartensWout Joseph

Throughput optimization strategies for large-scale wireless LANs

Mostafa PakparvarDavid PletsJeroen HoebekeDirk DeschrijverMichael MehariTom DhaeneIngrid MoermanLuc MartensWout Joseph

Unsupervised trajectory inference using graph mining

Leen De BaetsSofie Van GassenTom DhaeneYvan Saeys

Variable-fidelity surrogate modelling with kriging

Selvakumar UlaganathanIvo CouckuytFrancesco FerrantiTom DhaeneEric Laermans

2014

A cognitive QoS management framework for WLANs

Mostafa PakparvarDavid PletsEmmeric TangheDirk DeschrijverWei LiuKrishnan Chemmangat Manakkal CheriyaIngrid MoermanTom DhaeneLuc MartensWout Joseph

A1 Journal Article in EURASIP JOURNAL ON WIRELESS COMMUNICATIONS AND NETWORKING

A constrained multi-objective surrogate-based optimization algorithm

Prashant SinghIvo CouckuytFrancesco FerrantiTom Dhaene

Auto-generation of passive scalable macromodels for microwave components using scattered sequential sampling

Krishnan Chemmangat Manakkal CheriyaTom DhaeneLuc Knockaert

A1 Journal Article in INTERNATIONAL JOURNAL OF MICROWAVE AND WIRELESS TECHNOLOGIES

Classification aided domain reduction for high dimensional optimization

Prashant SinghFrancesco FerrantiDirk DeschrijverIvo CouckuytTom Dhaene

Efficient multi-objective optimization of wireless network problems on wireless testbeds

Michael MehariEli De PoorterIvo CouckuytDirk DeschrijverJono Vanhie-Van GerwenTom DhaeneIngrid Moerman

Efficient multi-objective simulation-driven antenna design using Co-Kriging

Slawomir KozielAdrian BekasiewiczIvo CouckuytTom Dhaene

A1 Journal Article in IEEE TRANSACTIONS ON ANTENNAS AND PROPAGATION

Efficient variability analysis of electromagnetic systems via polynomial chaos and model order reduction

Domenico SpinaFrancesco FerrantiGiulio AntoniniTom DhaeneLuc Knockaert

A1 Journal Article in IEEE TRANSACTIONS ON COMPONENTS PACKAGING AND MANUFACTURING TECHNOLOGY

Environmental electromagnetic characterization framework for wearable antenna materials

Frederick DeclercqSam AgneessensHendrik RogierIvo CouckuytTom Dhaene

Fast calculation of multiobjective probability of improvement and expected improvement criteria for Pareto optimization

Ivo CouckuytDirk DeschrijverTom Dhaene

A1 Journal Article in JOURNAL OF GLOBAL OPTIMIZATION

Fuzzy local linear approximation-based sequential design

Joachim van der HertenDirk DeschrijverTom Dhaene

Fuzzy sequential space-filling design

Joachim van der HertenTom Dhaene

Genetic algorithm based multi-objective least square support vector machine for simultaneous determination of multiple components by near infrared spectroscopy

B XuX WangTom DhaeneX ShiIvo CouckuytY BaiY Qiao

A1 Journal Article in SPECTROSCOPY AND SPECTRAL ANALYSIS

Identifying novel neuroblastoma oncogenes using semi-supervised learning

Leen De BaetsRobrecht CannoodtJoeri RuyssinckKatleen De PreterTom DhaeneYvan Saeys

Model order reduction of time-delay systems using a laguerre expansion technique

Elizabeth Rita SamuelLuc KnockaertTom Dhaene

A1 Journal Article in IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS

Multi-objective design of antenna structures using variable-fidelity EM simulations and co-kriging

S KozielS OgurtsovIvo CouckuytTom Dhaene

Multipoint model order reduction using reflective exploration

Elizabeth Rita SamuelFrancesco FerrantiLuc KnockaertTom Dhaene

NIMEFI: gene regulatory network inference using multiple ensemble feature importance algorithms

Joeri RuyssinckAnh Huynh-Thu VanPierre GeurtsTom DhaenePiet DemeesterYvan Saeys

A1 Journal Article in PLOS ONE

Non intrusive polynomial chaos-based stochastic macromodeling of multiport systems

Domenico SpinaFrancesco FerrantiG AntoniniTom DhaeneLuc Knockaert

On the use of gradients in kriging surrogate models

Selvakumar UlaganathanIvo CouckuytTom DhaeneEric LaermansJoris Degroote

ooDACE toolbox: a flexible object-oriented Kriging implementation

Ivo CouckuytTom DhaenePiet Demeester

A1 Journal Article in JOURNAL OF MACHINE LEARNING RESEARCH

Parameterized thermal macromodeling for fast and effective design of electronic components and systems

Francesco FerrantiTom DhaeneS RussoA MagnaniM de MagistrisV d'AllesandroN Rinaldi

Parametric macromodelling of linear high-frequency systems using multiple frequency scaling and sequential sampling

Krishnan Chemmangat Manakkal CheriyaFrancesco FerrantiTom DhaeneLuc Knockaert

A1 Journal Article in ELECTRONICS LETTERS

Parametric macromodels for efficient design of carbon nanotube interconnects

Francesco FerrantiG AntoniniTom DhaeneLuc Knockaert

A1 Journal Article in IEEE TRANSACTIONS ON ELECTROMAGNETIC COMPATIBILITY

Passivity preserving multipoint model order reduction using reflective exploration

Elizabeth Rita SamuelLuc KnockaertTom Dhaene

Probabilistic priority assessment of nurse calls

Femke OngenaeDries MynyTom DhaeneTom DefloorDirk Van GoubergenPiet VerhoeveJohan DecruyenaereFilip De Turck

A1 Journal Article in MEDICAL DECISION MAKING

Reduced order delayed systems by means of Laguerre functions and Krylov subspaces (Best Student Paper Award Finalist)

Elizabeth Rita SamuelFrancesco FerrantiLuc KnockaertTom Dhaene

Scalable models of microwave system responses using sequential sampling on unstructured grids

Krishnan Chemmangat Manakkal CheriyaFrancesco FerrantiTom DhaeneLuc Knockaert

A1 Journal Article in INTERNATIONAL JOURNAL OF NUMERICAL MODELLING-ELECTRONIC NETWORKS DEVICES AND FIELDS

Sequential sampling algorithm for simultaneous near-field scanning of amplitude and phase

T ClaeysD PissoortDirk DeschrijverIvo CouckuytTom Dhaene

Sequential sampling strategies for automated parametric macromodeling of high-frequency electrical systems

Krishnan Chemmangat Manakkal CheriyaTom DhaeneLuc Knockaert

Stochastic macromodeling for efficient and accurate variability analysis of modern high-speed circuits

Domenico SpinaTom DhaeneLuc KnockaertGiulio Antonini

Stochastic macromodeling of nonlinear systems via polynomial chaos expansion and transfer function trajectories

Domenico SpinaDimitri De JongheDirk DeschrijverGeorges GielenLuc KnockaertTom Dhaene

A1 Journal Article in IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES

2013

A balanced sequential design strategy for global surrogate modeling

Prashant SinghDirk DeschrijverTom Dhaene

A barycentric vector fitting algorithm for efficient macromodeling of linear multiport systems

Dirk DeschrijverLuc KnockaertTom Dhaene

A1 Journal Article in IEEE MICROWAVE AND WIRELESS COMPONENTS LETTERS

A cognitive accountability mechanism for penalizing misbehaving ECN-based TCP stacks

Steven LatréWim Van de MeersscheDirk DeschrijverD. PapadimitriouTom DhaeneFilip De Turck

A1 Journal Article in INTERNATIONAL JOURNAL OF NETWORK MANAGEMENT

A probabilistic ontology-based platform for self-learning context-aware healthcare applications

Femke OngenaeMaxim ClaeysThomas DupontWannes KerckhoveP VerhoeveTom DhaeneFilip De Turck

A1 Journal Article in EXPERT SYSTEMS WITH APPLICATIONS

A re-ranking algorithm for gene regulatory network predictions using graphlets and graph-invariant properties

Joeri RuyssinckTom DhaeneYvan Saeys

Accurate hotspot localization by sampling the near-field pattern of electronic devices

Prashant SinghDirk DeschrijverDavy PissoortTom Dhaene

A1 Journal Article in IEEE TRANSACTIONS ON ELECTROMAGNETIC COMPATIBILITY

Adaptive classification algorithm for EMC-compliance testing of electronic devices

Prashant SinghDirk DeschrijverD. PissoortTom Dhaene

A1 Journal Article in ELECTRONICS LETTERS

An immunity modeling technique to predict the influence of continuous wave and amplitude modulated noise on nonlinear analog circuits

C GazdaDries Vande GinsteHendrik RogierIvo CouckuytTom DhaeneK StijnenH Pues

Assessment of outdoor radiofrequency electromagnetic field exposure through hotspot localization using kriging-based sequential sampling

Sam AertsDirk DeschrijverLeen VerloockTom DhaeneLuc MartensWout Joseph

A1 Journal Article in ENVIRONMENTAL RESEARCH

Automatic scalable macromodel construction for microwave system responses using sequential sampling

Krishnan Chemmangat Manakkal CheriyaTom DhaeneLuc Knockaert

Broadband rational modeling using Barycentric vector fitting

Dirk DeschrijverLuc KnockaertTom Dhaene

Constructing a no-reference H.264/AVC bitstream-based video quality metric using genetic programming-based symbolic regression

Nicolas StaelensDirk DeschrijverE VladislavlevaBrecht VermeulenTom DhaenePiet Demeester

A1 Journal Article in IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY

Efficient measurement procedure for hotspot detection in near-field pattern of electronic devices

Prashant SinghDirk DeschrijverDavy PissoortTom Dhaene

Efficient optimization of the integrity behavior of analog nonlinear devices using surrogate models

Celina GazdaDries Vande GinsteHendrik RogierIvo CouckuytTom DhaeneKristof StijnenHugo Pues

Environmental high frequency characterization of fabrics based on a novel surrogate modelling antenna technique

Frederick DeclercqIvo CouckuytHendrik RogierTom Dhaene

A1 Journal Article in IEEE TRANSACTIONS ON ANTENNAS AND PROPAGATION

Exposure assessment of mobile phone base station radiation in an outdoor environment using sequential surrogate modeling

Sam AertsDirk DeschrijverWout JosephLeen VerloockFrancis GoeminneLuc MartensTom Dhaene

A1 Journal Article in BIOELECTROMAGNETICS

Extracting analytical nonlinear models from analog circuits by recursive vector fitting of transfer function trajectories

Dimitri De JongheDirk DeschrijverTom DhaeneGeorges Gielen

Forward and inverse surrogate modeling of computationally expensive problems

Ivo CouckuytTom DhaeneFilip De Turck

Generalized eigenvalue passivity assessment of descriptor systems with applications to symmetric and singular systems

Luc KnockaertFrancesco FerrantiTom Dhaene

A1 Journal Article in INTERNATIONAL JOURNAL OF NUMERICAL MODELLING-ELECTRONIC NETWORKS DEVICES AND FIELDS

Guaranteed passive parameterized macromodeling by using Sylvester state-space realizations

Elizabeth Rita SamuelLuc KnockaertFrancesco FerrantiTom Dhaene

A1 Journal Article in IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES

Harmonic balance surrogate-based immunity modeling of a nonlinear analog circuit

C GazdaDries Vande GinsteHendrik RogierIvo CouckuytTom DhaeneK StijnenH Pues

A1 Journal Article in IEEE TRANSACTIONS ON ELECTROMAGNETIC COMPATIBILITY

Identification of quasi-optimal regions in the design space using surrogate modeling

Ivo CouckuytJef AernoutsDirk DeschrijverFilip De TurckTom Dhaene

A1 Journal Article in ENGINEERING WITH COMPUTERS

Macromodeling of high-speed interconnects by positive interpolation of vertical segments

Oliver Salazar CelisAnnie CuytDirk DeschrijverDries Vande GinsteTom DhaeneLuc Knockaert

A1 Journal Article in APPLIED MATHEMATICAL MODELLING

Model order reduction of parameterized state-space systems with sequential sampling

Elizabeth Rita SamuelKrishnan Chemmangat Manakkal CheriyaDirk DeschrijverLuc KnockaertTom Dhaene

Network inference by integrating biclustering and feature selection

Robrecht CannoodtJoeri RuyssinckKatleen De PreterTom DhaeneYvan Saeys

Ontology design and management for eCare services

Femke OngenaeFilip De TurckTom Dhaene

Optimized sequential sampling algorithm for EMI near-field scanning

T DornéF VanheeT GrensonD PissoortDirk DeschrijverIvo CouckuytTom Dhaene

Parametric macromodeling for S-parameter data based on internal nonexpansivity

Francesco FerrantiLuc KnockaertTom DhaeneGiulio Antonini

A1 Journal Article in INTERNATIONAL JOURNAL OF NUMERICAL MODELLING-ELECTRONIC NETWORKS DEVICES AND FIELDS

Parametric macromodeling using interpolation of Sylvester based state-space realizations

Elizabeth Rita SamuelLuc KnockaertTom Dhaene

Passivity-preserving parameterized model order reduction using singular values and matrix interpolation

Elizabeth Rita SamuelFrancesco FerrantiLuc KnockaertTom Dhaene

A1 Journal Article in IEEE TRANSACTIONS ON COMPONENTS PACKAGING AND MANUFACTURING TECHNOLOGY

Reliable design closure of sonnet-simulated structures using co-kriging

Slawomir KozielIvo CouckuytTom Dhaene

Reliable reduced cost modeling and design optimization of microwave filters using co-kriging

Slawomir KozielLeifur LeifssonIvo CouckuytTom Dhaene

A1 Journal Article in INTERNATIONAL JOURNAL OF NUMERICAL MODELLING-ELECTRONIC NETWORKS DEVICES AND FIELDS

Response to comments by Beekhuizen et al. on 'Exposure assessment of mobile phone base station radiation in an outdoor environment using sequential surrogate modeling'

Sam AertsDirk DeschrijverWout JosephLeen VerloockTom DhaeneLuc Martens

Editorial material

Robust variable-fidelity optimization of microwave filters using co-Kriging and trust regions

S KozielL LeifssonIvo CouckuytTom Dhaene

A1 Journal Article in MICROWAVE AND OPTICAL TECHNOLOGY LETTERS

Scalable macromodelling of microwave system responses using sequential sampling with path-simplexes

Krishnan Chemmangat Manakkal CheriyaTom DhaeneLuc Knockaert

A1 Journal Article in ELECTRONICS LETTERS

Self-constructing compact parametric macromodels for efficient electronic design

Francesco FerrantiKrishnan Chemmangat Manakkal CheriyaTom DhaeneLuc Knockaert

Self-organizing map based adaptive sampling

Keiichi ItoTom DhaeneNaji El MasriRoberto d'IppolitoJoost Van de Peer

Sequential measurement method to construct RF-EMF exposure maps

Sam AertsDirk DeschrijverLuc MartensTom DhaeneWout Joseph

Sequential RF-EMF exposure modeling and hotspot localization

Sam AertsDirk DeschrijverLeen VerloockTom DhaeneLuc MartensWout Joseph

Stable feature selection techniques for microarray data

Sofie Van GassenJoeri RuyssinckYvan SaeysTom Dhaene

Surrogate modeling of microwave structures using kriging, co-kriging, and space mapping

Ivo CouckuytSlawomir KozielTom Dhaene

A1 Journal Article in INTERNATIONAL JOURNAL OF NUMERICAL MODELLING-ELECTRONIC NETWORKS DEVICES AND FIELDS

The SUMO toolbox: a tool for automatic regression modeling and active learning

Ivo CouckuytDirk GorissenKarel CrombecqDirk DeschrijverTom Dhaene

Time series classification for the prediction of dialysis in critically ill patients using echo state networks

Femke OngenaeStijn Van LooyDavid VerstraetenThierry VerplanckeDominique BenoitFilip De TurckTom DhaeneBenjamin SchrauwenJohan Decruyenaere

A1 Journal Article in ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE

Variable-fidelity electromagnetic simulations and co-kriging for accurate modeling of antennas

S KozielS OgurtsovIvo CouckuytTom Dhaene

A1 Journal Article in IEEE TRANSACTIONS ON ANTENNAS AND PROPAGATION

2012

A new methodology for RF-EMF exposure assessment based on sequential surrogate modeling

Sam AertsDirk DeschrijverWout JosephLeen VerloockFrancis GoeminneLuc MartensTom Dhaene

A software framework for automated behavioral modeling of electronic devices

Dirk GorissenDirk DeschrijverTom DhaeneDaniël De Zutter

A1 Journal Article in IEEE MICROWAVE MAGAZINE

Accurate macromodeling algorithm for time domain identification of transient port responses

Dirk DeschrijverTom Dhaene

A1 Journal Article in INTERNATIONAL JOURNAL OF NUMERICAL MODELLING-ELECTRONIC NETWORKS DEVICES AND FIELDS

Accurate modeling of antennas using variable-fidelity EM simulations and co-kriging

Slawomir KozielStanislav OgurtsovIvo CouckuytTom Dhaene

Analysis of common-mode noise on on-chip differential lines through stochastic modeling of parameter variability

Dries Vande GinsteDaniël De ZutterDirk DeschrijverTom DhaenePaolo ManfrediFlavio Canavero

Automated near-field scanning algorithm for the EMC analysis of electronic devices

Dirk DeschrijverFilip VanheeDavy PissoortTom Dhaene

A1 Journal Article in IEEE TRANSACTIONS ON ELECTROMAGNETIC COMPATIBILITY

Blind Kriging: implementation and performance analysis

Ivo CouckuytA ForresterDirk GorissenFilip De TurckTom Dhaene

A1 Journal Article in ADVANCES IN ENGINEERING SOFTWARE

Compact and passive parametric macromodeling using reference macromodels and positive interpolation operators

Francesco FerrantiTom DhaeneLuc Knockaert

A1 Journal Article in IEEE TRANSACTIONS ON COMPONENTS PACKAGING AND MANUFACTURING TECHNOLOGY

Constrained multiobjective optimization of a common-mode suppression filter

Celina GazdaIvo CouckuytHendrik RogierDries Vande GinsteTom Dhaene

A1 Journal Article in IEEE TRANSACTIONS ON ELECTROMAGNETIC COMPATIBILITY

Cost-efficient electromagnetic-simulation-driven antenna design using co-Kriging

S KozielS OgurtsovIvo CouckuytTom Dhaene

A1 Journal Article in IET MICROWAVES ANTENNAS & PROPAGATION

Efficient parametric macromodeling of passive microwave structures and microwave components

Dirk DeschrijverTom DhaenePiet Demeester

Efficient simulation-driven design optimization of antennas using co-kriging

Slawomir KozielStanislav OgurtsovIvo CouckuytTom Dhaene

Fast optimization of microwave filters using surrogate-based optimization methods

Krishnan Chemmangat Manakkal CheriyaDirk DeschrijverIvo CouckuytTom DhaeneLuc Knockaert

Frequency and time domain variability analysis of an on-chip inverted embedded microstrip line using a macromodeling-based stochastic galerkin method

Dries Vande GinsteDaniël De ZutterDirk DeschrijverTom DhaenePaolo ManfrediFlavio Canavero

Fully parameterized macromodeling of S-parameter data by interpolation of numerator & denominator

Dirk DeschrijverTom Dhaene

A1 Journal Article in IEEE MICROWAVE AND WIRELESS COMPONENTS LETTERS

Gradient-based optimization using parametric sensitivity macromodels

Krishnan Chemmangat Manakkal CheriyaFrancesco FerrantiTom DhaeneLuc Knockaert

A1 Journal Article in INTERNATIONAL JOURNAL OF NUMERICAL MODELLING-ELECTRONIC NETWORKS DEVICES AND FIELDS

Inferring gene regulatory network topologies using ensembles of feature selection techniques

Joeri RuyssinckTom DhaeneYvan Saeys

Inferring gene regulatory networks using ensembles of feature selection techniques

Joeri RuyssinckVân anh Huynh-thuPierre GeurtsTom DhaenePiet DemeesterYvan Saeys

Interpolation-based parameterized model order reduction of delayed systems

Francesco FerrantiMichel NakhlaGiulio AntoniniTom DhaeneLuc KnockaertAlbert E Ruehli

A1 Journal Article in IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES

Inverse modelling of an aneurysm's stiffness using surrogate-based optimization and fluid-structure interaction simulations

Joris DegrooteIvo CouckuytJan VierendeelsPatrick SegersTom Dhaene

A1 Journal Article in STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

No-reference bitstream-based visual quality impairment detection for high definition H.264/AVC encoded video sequences

Nicolas StaelensGlenn Van WallendaelKarel CrombecqNick VercammenJan De CockBrecht VermeulenRik Van de WalleTom DhaenePiet Demeester

A1 Journal Article in IEEE TRANSACTIONS ON BROADCASTING

Optimization of high-speed electromagnetic systems with accurate parametric macromodels generated using sequential sampling of the design space

Krishnan Chemmangat Manakkal CheriyaFrancesco FerrantiTom DhaeneLuc Knockaert

Parameterized model order reduction of delayed systems using an interpolation approach with amplitude and frequency scaling coefficients

Francesco FerrantiM NakhlaG AntoniniTom DhaeneLuc KnockaertAE Ruehli

Parameterized models for efficient design in EMC and SI applications

Francesco FerrantiTom DhaeneLuc KnockaertG AntoniniA Ciccomancini Scogna

Parameterized reduced order models with guaranteed passivity using matrix interpolation

Elizabeth Rita SamuelFrancesco FerrantiLuc KnockaertTom Dhaene

Parameterized surrogate models of broadband passive electronic components

Tom DhaeneDirk Deschrijver

Parametric macromodeling based on amplitude and frequency scaled systems with guaranteed passivity

Francesco FerrantiLuc KnockaertTom DhaeneGiulio Antonini

A1 Journal Article in INTERNATIONAL JOURNAL OF NUMERICAL MODELLING-ELECTRONIC NETWORKS DEVICES AND FIELDS

Parametric model order reduction: obtaining concise mathematical models that work

Elizabeth Rita SamuelLuc KnockaertTom Dhaene

Parametric sensitivity macromodels for gradient-based optimization

Krishnan Chemmangat Manakkal CheriyaFrancesco FerrantiTom DhaeneLuc Knockaert

Bookchapter in Simulation-driven design optimization and modeling for microwave engineering

Partial element equivalent circuit models in the solution of the electric field integral equation

Francesco FerrantiGiulio AntoniniKrishnan Chemmangat Manakkal CheriyaLuc KnockaertTom Dhaene

Polynomial chaos based variability analysis of multiport systems

Domenico SpinaFrancesco FerrantiTom DhaeneLuc KnockaertG Antonini

Practical implementation of a sequential sampling algorithm for EMI near-field scanning

Bram Van der StreekFilip VanheeBart BoesmanDavy PissoortDirk DeschrijverIvo CouckuytTom Dhaene

Rational modeling algorithm for passive microwave structures and systems

Dirk DeschrijverTom DhaeneOlivier Salazar CelisAnnie Cuyt

Bookchapter in Progress in industrial mathematics at ECMI 2010

Reduce computational time: surrogate modeling and surrogate-based optimisation

Selvakumar UlaganathanTom Dhaene

Reliable low-cost co-kriging modeling of microwave devices

Slawomir KozielIvo CouckuytTom Dhaene

Robust passivity preserving parametric model order reduction using matrix interpolation

Elizabeth Rita SamuelFrancesco FerrantiLuc KnockaertTom Dhaene

Scalable compact models for complex high-speed systems

Francesco FerrantiTom Dhaene

Scalable compact models for efficient design in EMC and SI applications

Francesco FerrantiTom DhaeneLuc KnockaertG AntoniniA Ciccomancini Scogna

Scalable compact models for fast design optimization of complex electromagnetic systems

Francesco FerrantiTom DhaeneLuc KnockaertGiulio AntoniniAntonio Ciccomancini Ciccomancini Scogna

A1 Journal Article in INTERNATIONAL JOURNAL OF RF AND MICROWAVE COMPUTER-AIDED ENGINEERING

Sensitivity of night cooling performance to room/system design: surrogate models based on CFD

Kim GoethalsIvo CouckuytTom DhaeneArnold Janssens

A1 Journal Article in BUILDING AND ENVIRONMENT

Sensitivity of night cooling performance to room/system design: surrogate models based on CFD

Kim GoethalsIvo CouckuytTom DhaeneArnold Janssens

Stochastic modeling-based variability analysis of on-chip interconnects

Dries Vande GinsteDaniël De ZutterDirk DeschrijverTom DhaenePaolo ManfrediFlavio Canavero

A1 Journal Article in IEEE TRANSACTIONS ON COMPONENTS PACKAGING AND MANUFACTURING TECHNOLOGY

Surrogate modeling of base station exposure

Sam AertsDirk DeschrijverWout JosephLeen VerloockFrancis GoeminneLuc MartensTom Dhaene

Surrogate modelling of base station exposure

Sam AertsDirk DeschrijverWout JosephLeen VerloockFrancis GoeminneLuc MartensTom Dhaene

Time domain analysis of a common-mode suppression filter subjected to a multi-objective optimization

Celina GazdaIvo CouckuytHendrik RogierDries Vande GinsteTom Dhaene

Time-domain green's function-based parametric sensitivity analysis of multiconductor transmission lines

Domenico SpinaFrancesco FerrantiGiulio AntoniniTom DhaeneLuc KnockaertDries Vande Ginste

A1 Journal Article in IEEE TRANSACTIONS ON COMPONENTS PACKAGING AND MANUFACTURING TECHNOLOGY

Towards efficient multiobjective optimization: multiobjective statistical criterions

Ivo CouckuytDirk DeschrijverTom Dhaene

Tree-based sequential sampling algorithm for scalable macromodeling of high-speed systems

Krishnan Chemmangat Manakkal CheriyaFrancesco FerrantiTom DhaeneLuc Knockaert

Two-level refined direct optimization scheme using intermediate surrogate models for electromagnetic optimization of a switched reluctance motor

Guillaume CrevecoeurAhmed Mohamed Abouelyazied AbdallhIvo CouckuytLuc DupréTom Dhaene

A1 Journal Article in ENGINEERING WITH COMPUTERS

Variability analysis of multiport systems via polynomial-chaos expansion

Domenico SpinaFrancesco FerrantiTom DhaeneLuc KnockaertGiulio AntoniniDries Vande Ginste

A1 Journal Article in IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES

Variable-fidelity optimization of microwave filters using co-kriging and trust regions

Slawomir KozielIvo CouckuytTom Dhaene

2011

A novel hybrid sequential design strategy for global surrogate modeling of computer experiments

Karel CrombecqDirk GorissenDirk DeschrijverTom Dhaene

A1 Journal Article in SIAM JOURNAL ON SCIENTIFIC COMPUTING

Adaptive sampling algorithm for macromodeling of parameterized S-parameter responses

Dirk DeschrijverKarel CrombecqHuu Minh NguyenTom Dhaene

A1 Journal Article in IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES

An algorithm for direct identification of passive transfer matrices with positive real fractions via convex programming

L De TommasiM de MagistrisDirk DeschrijverTom Dhaene

A1 Journal Article in INTERNATIONAL JOURNAL OF NUMERICAL MODELLING-ELECTRONIC NETWORKS DEVICES AND FIELDS

An alternative approach to avoid overfitting for surrogate models

Huu Minh NguyenIvo CouckuytLuc KnockaertTom DhaeneDirk GorissenYvan Saeys

An autonomous service-platform to support distributed ontology-based context-aware agents

Stijn VerstichelFemke OngenaeBruno VolckaertFilip De TurckBart DhoedtTom DhaenePiet Demeester

A1 Journal Article in EXPERT SYSTEMS

An ontology-based nurse call management system (oNCS) with probabilistic priority assessment

Femke OngenaeDries MynyTom DhaeneTom DefloorDirk Van GoubergenPiet VerhoeveJohan DecruyenaereFilip De Turck

A1 Journal Article in BMC HEALTH SERVICES RESEARCH

Automated file-based quality control : a machine learning approach

Matthias De GeyterNick VercammenDirk DeschrijverTom DhaenePiet DemeesterBrecht Vermeulen

Automatic surrogate model type selection during the optimization of expensive black-box problems

Ivo CouckuytFilip De TurckTom DhaeneDirk Gorissen

Avoiding overfitting in surrogate modeling: an alternative approach

Huu Minh NguyenIvo CouckuytYvan SaeysLuc KnockaertTom DhaeneDirk Gorissen

Broadband passive RLGC(f) modeling for on-chip interconnect design

Dries Vande GinsteDirk DeschrijverThomas DemeesterTom DhaeneDaniël De Zutter

Compact and accurate models of large single-wall carbon-nanotube interconnects

Francesco FerrantiGiulio AntoniniTom DhaeneLuc KnockaertAntonio Orlandi

A1 Journal Article in IEEE TRANSACTIONS ON ELECTROMAGNETIC COMPATIBILITY

Data-driven parameterized model order reduction using z-domain multivariate orthonormal vector fitting technique

Francesco FerrantiDirk DeschrijverLuc KnockaertTom Dhaene

Efficient data integration in the railway domain through an ontology-based methodology

Stijn VerstichelFemke OngenaeLeanneke LoeveFrederik VermeulenPieter DingsBart DhoedtTom DhaeneFilip De Turck

A1 Journal Article in TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES

Efficient design optimization of complex electromagnetic systems using parametric macromodeling techniques

Francesco FerrantiGiulio AntoniniTom DhaeneLuc KnockaertAntonio Ciccomancini Scogna

Efficient space-filling and non-collapsing sequential design strategies for simulation-based modeling

Karel CrombecqEric LaermansTom Dhaene

A1 Journal Article in EUROPEAN JOURNAL OF OPERATIONAL RESEARCH

Evolutionary neuro-space mapping technique for modeling of nonlinear microwave devices

Dirk GorissenLei ZhangQi Jun ZhangTom Dhaene

A1 Journal Article in IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES

Forward and reverse modeling of low noise amplifiers based on circuit simulations

Luciano De TommasiJoost RommesTheo BeelenMarcel SevatJeroen CroonTom Dhaene

Improving link quality of UWB communication links by means of PSWF-Basis persuit denoising

Wouter DullaertHendrik RogierLuca De CamillisTom Dhaene

Inverse modelling of an aneurysm's stiffness using surrogate-based optimization of a three-dimensional ﬂuid-structure interaction simulation

Joris DegrooteIvo CouckuytJan VierendeelsPatrick SegersTom Dhaene

Kriging, co-kriging and space mapping for microwave circuit modeling

Ivo CouckuytSlawomir KozielTom Dhaene

Macromodeling based variability analysis of an inverted embedded microstrip line

Dries Vande GinsteDaniël De ZutterDirk DeschrijverTom DhaeneFlavio Canavero

Microwave small-signal modelling of FinFETs using multi-parameter rational fitting method

Dirk DeschrijverG AvolioD SchreursTom DhaeneG CrupiLuc Knockaert

A1 Journal Article in ELECTRONICS LETTERS

Model order reduction with preservation of passivity, non-expansivity and Markov moments

Luc KnockaertTom DhaeneFrancesco FerrantiDaniël De Zutter

A1 Journal Article in SYSTEMS & CONTROL LETTERS

Multipoint full-wave model order reduction for delayed PEEC models with large delays

Francesco FerrantiMichel S NakhlaGiulio AntoniniTom DhaeneLuc KnockaertAlbert E Ruehli

A1 Journal Article in IEEE TRANSACTIONS ON ELECTROMAGNETIC COMPATIBILITY

Multipoint model order reduction of delayed PEEC systems

Francesco FerrantiMichel NakhlaGiulio AntoniniTom DhaeneLuc KnockaertAlbert E Ruehli

Parameterized macromodeling and model order reduction of high-speed interconnects

Francesco FerrantiLuc KnockaertTom Dhaene

Parametric macromodeling for sensitivity responses from tabulated data

Krishnan Chemmangat Manakkal CheriyaFrancesco FerrantiLuc KnockaertTom Dhaene

A1 Journal Article in IEEE MICROWAVE AND WIRELESS COMPONENTS LETTERS

Passivity-preserving interpolation-based parameterized model order reduction of PEEC models based on scattered grids

Francesco FerrantiGiulio AntoniniTom DhaeneLuc Knockaert

A1 Journal Article in INTERNATIONAL JOURNAL OF NUMERICAL MODELLING-ELECTRONIC NETWORKS DEVICES AND FIELDS

Passivity-preserving parametric macromodeling by means of scaled and shifted state-space systems

Francesco FerrantiLuc KnockaertTom Dhaene

A1 Journal Article in IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES

Physics-based passivity-preserving parameterized model order reduction for PEEC circuit analysis

Francesco FerrantiGiulio AntoniniTom DhaeneLuc KnockaertAlbert E Ruehli

A1 Journal Article in IEEE TRANSACTIONS ON COMPONENTS PACKAGING AND MANUFACTURING TECHNOLOGY

Reduced order modeling of delayed PEEC circuits

Francesco FerrantiMichel NakhlaGiulio AntoniniTom DhaeneLuc KnockaertAlbert E Ruehli

Robust macromodeling of frequency responses with outliers

Dirk DeschrijverLuc KnockaertTom Dhaene

Sensitivity analysis using data-driven parametric macromodels

Krishnan Chemmangat Manakkal CheriyaFrancesco FerrantiLuc KnockaertTom Dhaene

Sequential sampling strategy for the modeling of parameterized microwave and RF components

Dirk DeschrijverKarel CrombecqHuu Minh NguyenTom Dhaene

Surrogate based sensitivity analysis of process equipment

DW StephensDirk GorissenKarel CrombecqTom Dhaene

A1 Journal Article in APPLIED MATHEMATICAL MODELLING

Surrogate modeling of computer experiments with sequential experimental design

Karel CrombecqTom DhaeneJan Broeckhove

Time-domain parametric sensitivity analysis of multiconductor transmission lines

Domenico SpinaFrancesco FerrantiG AntoniniTom DhaeneLuc Knockaert

Utilisation of surrogate modelling in self-optimisation methods of gas metal arc welding processes

Uwe ReisgenMarion BeckersK WillmsG BuchholzDirk GorissenTom Dhaene

A2 Journal Article in WELDING AND CUTTING

2010

A surrogate modeling and adaptive sampling toolbox for computer based design

Dirk GorissenIvo CouckuytPiet DemeesterTom DhaeneKarel Crombecq

A1 Journal Article in JOURNAL OF MACHINE LEARNING RESEARCH

Adaptive time-domain macromodeling algorithm for fast termination of FDTD simulations

Dirk DeschrijverDavy PissoortTom Dhaene

Complex permittivity characterization of textile materials by means of surrogate modelling

F DeclercqIvo CouckuytHendrik RogierTom Dhaene

DC-preserving passivity enforcement for S-parameter based macromodels

Dirk DeschrijverTom Dhaene

A1 Journal Article in IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES

Design of a probabilistic ontology-based clinical decision support system for classifying temporal patterns in the ICU: a sepsis case study

Femke OngenaeTom DhaeneFilip De TurckDominique BenoitJohan Decruyenaere

Digital filters for accurately verifying the performance of hearing protectors in use

Annelies BockstaelDirk DeschrijverDick BotteldoorenTom DhaeneBart Vinck

A1 Journal Article in ACTA ACUSTICA UNITED WITH ACUSTICA

Fast algorithm for broadband macromodeling of high-order frequency responses

Dirk DeschrijverBjorn GustavsenTom Dhaene

Fast passivity enforcement of S-parameter based macromodels

Dirk DeschrijverTom DhaeneLuc KnockaertAnnie Cuyt

Generating sequential space-filling designs using genetic algorithms and Monte Carlo methods

Karel CrombecqTom Dhaene

Grid-enabled adaptive surrugate modeling for computer aided engineering

Dirk GorissenTom DhaeneJan Broeckhove

Guaranteed passive parameterized admittance-based macromodeling

Francesco FerrantiLuc KnockaertTom Dhaene

A1 Journal Article in IEEE TRANSACTIONS ON ADVANCED PACKAGING

Guaranteed passive parameterized model order reduction of the partial element equivalent circuit (PEEC) method

Francesco FerrantiGiulio AntoniniTom DhaeneLuc Knockaert

A1 Journal Article in IEEE TRANSACTIONS ON ELECTROMAGNETIC COMPATIBILITY

Improving robustness of vector fitting to outliers in data

Dirk DeschrijverLuc KnockaertTom Dhaene

A1 Journal Article in ELECTRONICS LETTERS

Influence of feature selection on ensemble diversity

Huu Minh NguyenLuc KnockaertTom DhaenePiet DemeesterYvan Saeys

Inverse surrogate modeling: output performance space sampling

Ivo CouckuytDirk GorissenTom Dhaene

Link state protocol data mining for shared risk link group detection

Goutam DasD PapadimitriouWouter TavernierDidier ColleTom DhaeneMario PickavetPiet Demeester

Multiobjective global surrogate modeling, dealing with the 5-percent problem

Dirk GorissenIvo CouckuytEric LaermansTom Dhaene

A1 Journal Article in ENGINEERING WITH COMPUTERS

Numerical validation of a procedure for direct identification of passive linear multiport with convex programming

Andrea G ChiarielloMassimiliano de MagistrisLuciano De TommasiDirk DeschrijverTom Dhaene

O-MOORE-NICE!: new methodologies and algorithms for design and simulation of analog integrated circuits

J RommesD HarutyunyanM StriebelL De TommasiJ ter MatenP BennerTom DhaeneW SchildersM Sevat

A4 Journal Article in ECMI NEWSLETTER

On the application of dimensional analysis to parametric macromodeling

Dirk DeschrijverAdam NarbudowiczEric LaermansTom Dhaene

A1 Journal Article in IEEE MICROWAVE AND WIRELESS COMPONENTS LETTERS

On the construction of guaranteed passive macromodels for high-speed channels

Alessandro ChineaStefano Grivet-TalociaDirk DeschrijverTom DhaeneLuc Knockaert

Parameterized model order reduction with guaranteed passivity for PEEC circuit analysis

Francesco FerrantiTom DhaeneLuc KnockaertGiukio Antonini

Parametric macromodeling for tabulated data based on internal passivity

Francesco FerrantiLuc KnockaertTom DhaeneGiulio AntoniniDaniël De Zutter

A1 Journal Article in IEEE MICROWAVE AND WIRELESS COMPONENTS LETTERS

Parametric macromodeling of lossy and dispersive multiconductor transmission lines

Francesco FerrantiG. AntoniniTom DhaeneLuc Knockaert

A1 Journal Article in IEEE TRANSACTIONS ON ADVANCED PACKAGING

Passivity-preserving interpolation-based parameterized macromodeling of scattered S-data

Francesco FerrantiLuc KnockaertTom Dhaene

A1 Journal Article in IEEE MICROWAVE AND WIRELESS COMPONENTS LETTERS

Passivity-preserving parameterized model order reduction for PEEC based full wave analysis

Francesco FerrantiG AntoniniTom DhaeneLuc Knockaert

Passivity-preserving parametric macromodeling for highly dynamic tabulated data based on Lur'e equations

Francesco FerrantiLuc KnockaertTom DhaeneGiulio Antonini

A1 Journal Article in IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES

Rational fitting of S-parameter frequency samples with maximum absolute error control

Dirk DeschrijverTom Dhaene

A1 Journal Article in IEEE MICROWAVE AND WIRELESS COMPONENTS LETTERS

Robust transfer function identification via an enhanced magnitude vector fitting algorithm

L De TommasiB GustavsenTom Dhaene

A1 Journal Article in IET CONTROL THEORY AND APPLICATIONS

Spectral models for 1D blood flow simulations

Vincenzopio TamburrelliFrancesco FerrantiGiulio AntoniniSaverio CristinaTom DhaeneLuc Knockaert

Surrogate modeling of RF circuit blocks

Luciano De TommasiDirk GorissenJeroen A CroonTom Dhaene

Surrogate-based infill optimization applied to electromagnetic problems

Ivo CouckuytFrederick DeclercqTom DhaeneHendrik RogierLuc Knockaert

A1 Journal Article in INTERNATIONAL JOURNAL OF RF AND MICROWAVE COMPUTER-AIDED ENGINEERING

Surrogate-based modeling of electrical systems

Ivo CouckuytTom Dhaene

Symbolic macromodeling of parameterized S-parameter frequency responses

Dirk DeschrijverTom Dhaene

Transfer function identification from phase response data

Luciano De TommasiDirk DeschrijverTom Dhaene

A1 Journal Article in AEU-INTERNATIONAL JOURNAL OF ELECTRONICS AND COMMUNICATIONS

Variance weighted vector fitting for noisy frequency responses

Francesco FerrantiYves RolainLuc KnockaertTom Dhaene

A1 Journal Article in IEEE MICROWAVE AND WIRELESS COMPONENTS LETTERS

2009

A multivariate orthonormal vector fitting based estimation technique

Francesco FerrantiYves RolainKoen VandermotLuc KnockaertTom Dhaene

A novel hybrid active learning strategy for nonlinear regression

Karel CrombecqIvo CouckuytEric LaermansTom Dhaene

A novel sequential design strategy for global surrogate modeling

Karel CrombecqLuciano De TommasiDirk GorissenTom Dhaene

A power-scalable linearized model for RF power amplifiers starting from S-parameter measurements

Koen VandermotYves RolainGerd VandersteenRik PintelonFrancesco FerrantiTom Dhaene

Accurate passivity enforcement algorithm for broadband S-parameter macromodels

Dirk DeschrijverTom Dhaene

Adaptive stopping criterion for fast time domain characterization of microwave components

Dirk DeschrijverDavy PissoortTom Dhaene

A1 Journal Article in IEEE MICROWAVE AND WIRELESS COMPONENTS LETTERS

Automated response surface model generation and adaptive sampling

Automated response surface model generation with sequential design

Ivo CouckuytK CrombecqDirk GorissenTom Dhaene

Automatic approximation of expensive functions with active learning

Dirk GorissenKarel CrombecqIvo CouckuytTom Dhaene

Bookchapter in Foundations of Computational Intelligence, volume 1 : learning and approximation

Causality preserving passivity enforcement for traveling-wave-type transmission-line models

Dirk DeschrijverBjorn GustavsenTom Dhaene

A1 Journal Article in IEEE TRANSACTIONS ON POWER DELIVERY

Comparison of embedded feature selection algorithms for splice site detection

Huu Minh NguyenYvan SaeysLuc KnockaertTom Dhaene

Efficient algorithm for passivity enforcement of S-parameter based macromodels

Tom DhaeneDirk Deschrijver

A1 Journal Article in IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES

Efficient power bus modeling based on an adaptive frequency sampling technique

Giulio AntoniniDirk DeschrijverTom Dhaene

A1 Journal Article in INTERNATIONAL JOURNAL OF NUMERICAL MODELLING-ELECTRONIC NETWORKS DEVICES AND FIELDS

Evolutionary model type selection for global surrogate modeling

Dirk GorissenTom DhaeneFilip De Turck

A1 Journal Article in JOURNAL OF MACHINE LEARNING RESEARCH

Evolutionary regression modeling with active learning: an application to rainfall runoff modeling

Ivo CouckuytDirk GorissenHamed RouhaniEric LaermansTom Dhaene

Fast broadband modeling of frequency-domain responses by piecewise interpolation

Dirk DeschrijverBjorn GustavsenTom Dhaene

A1 Journal Article in ELECTRIC POWER SYSTEMS RESEARCH

Fast passivity enforcement of S-parameter macromodels by pole perturbation

Dirk DeschrijverTom Dhaene

A1 Journal Article in IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES

Fast passivity enforcement technique for common-pole S-Parameter multiport systems

Dirk DeschrijverTom Dhaene

Grid enabled surrogate modeling

Dirk GorissenTom DhaenePiet DemeesterJan Broeckhove

Bookchapter in Handbook of Research on Grid Technologies and Utility Computing : concepts for managing large-scale applications

Hybrid algorithm for compact and stable macromodelling of parameterised frequency responses

Francesco FerrantiDirk DeschrijverLuc KnockaertTom Dhaene

A1 Journal Article in ELECTRONICS LETTERS

Magnitude vector fitting to interval data

Wouter HendrickxDirk DeschrijverLuc KnockaertTom Dhaene

A1 Journal Article in MATHEMATICS AND COMPUTERS IN SIMULATION

Modified half-size test matrix for robust passivity assessment of S-parameter macromodels

Dirk DeschrijverTom Dhaene

A1 Journal Article in IEEE MICROWAVE AND WIRELESS COMPONENTS LETTERS

Parameterized macromodels of multiconductor transmission lines

G AntoniniFrancesco FerrantiTom DhaeneLuc Knockaert

Parameterized models for crosstalk analysis in high-speed interconnects

Francesco FerrantiTom DhaeneLuc KnockaertG Antonini

Parameterized S-parameter based macromodeling with guaranteed passivity

Francesco FerrantiLuc KnockaertTom Dhaene

A1 Journal Article in IEEE MICROWAVE AND WIRELESS COMPONENTS LETTERS

Pareto-based multi-output metamodeling with active learning

Dirk GorissenIvo CouckuytEric LaermansTom Dhaene

Pareto-based multi-output model type selection

Dirk GorissenIvo CouckuytKarel CrombecqTom Dhaene

Sequential modeling of a low noise amplifier with neural networks and active learning

Dirk GorissenLuciano De TommasiKarel CrombecqTom Dhaene

A1 Journal Article in NEURAL COMPUTING & APPLICATIONS

Space-filling sequential design strategies for adaptive surrogate modelling

K CrombecqIvo CouckuytDirk GorissenTom Dhaene

Stable parametric macromodeling using a recursive implementation of the vector fitting algorithm

Tom DhaeneDirk Deschrijver

A1 Journal Article in IEEE MICROWAVE AND WIRELESS COMPONENTS LETTERS

Surrogate based sensitivity analysis of process equipment

DW StephensDirk GorissenTom Dhaene

Two-level refined direct method for electromagnetic optimization and inverse problems

Guillaume CrevecoeurAhmed Mohamed Abouelyazied AbdallhIvo CouckuytDirk GorissenLuc DupréTom Dhaene

Vector fitting vs Levenberg-Marquardt: some experiments

Luc KnockaertFrancesco FerrantiTom Dhaene

2008

A comparison of sequential design methods for RF circuit block modeling

K. CrombecqL. De TommasiDirk GorissenTom Dhaene

Accurate macromodeling based on tabulated magnitude frequency responses

Luciano De TommasiBjorn GustavsenTom Dhaene

Adaptive interpolation based on Polya frequency functions

Luc KnockaertDaniël De ZutterTom Dhaene

A1 Journal Article in IEEE TRANSACTIONS ON SIGNAL PROCESSING

Analyzing and optimizing expensive computer simulations: the surrogate model approach

Ivo CouckuytJan BroeckhoveTom DhaeneKarel CrombecqDirk Gorissen

Automatic model type selection with heterogeneous evolution: an application to RF circuit block modeling

Dirk GorissenLuciano De TommasiJeroen CroonTom Dhaene

Automatic regression modeling with active learning

Dirk GorissenTom DhaeneEric Laermans

Automatic surrogate model building for computer based design

Dirk GorissenTom DhaenePiet Demeester

Broadband rational macromodeling based on the adaptive frequency sampling algorithm and the partial element equivalent circuit method

G ANTONINIDirk DeschrijverTom Dhaene

A1 Journal Article in IEEE TRANSACTIONS ON ELECTROMAGNETIC COMPATIBILITY

Causality determination and time delay extraction by means of the eigenfunctions of the Hilbert transform

Luc KnockaertTom Dhaene

Computer code for fast macromodeling of large multiport systems

Dirk DeschrijverBjorn GustavsenTom Dhaene

Data-driven model order reduction using orthonormal vector fitting

Dirk DeschrijverTom Dhaene

Bookchapter in Model Order Reduction: Theory, Research Aspects and Applications

Data-driven parametrized model order reduction using multivariate orthonormal vector fitting technique

Francesco FerrantiDirk DeschrijverLuc KnockaertTom Dhaene

Data-driven reduced order macromodeling

Design of a semantic person-oriented nurse call management system

Femke OngenaeMatthias StrobbeJan HollezGregory De JansFilip De TurckTom DhaenePiet DemeesterP Verhoeve

A1 Journal Article in INTERNATIONAL JOURNAL OF WEB AND GRID SERVICES

Estimation and validation of semiparametric dynamic nonlinear models

Y ROLAINW VAN MOERJ SCHOUKENSTom Dhaene

A1 Journal Article in IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT

Fast parametric macromodeling of frequency responses using parameter derivatives

Francesco FerrantiDirk DeschrijverLuc KnockaertTom Dhaene

A1 Journal Article in IEEE MICROWAVE AND WIRELESS COMPONENTS LETTERS

Generation of rational model based SPICE circuits for transient simulations

Nobby StevensTom Dhaene

Macromodeling of multiport systems using a fast implementation of the vector fitting method

Dirk DeschrijverMichal MrozowskiTom DhaeneDaniël De Zutter

A1 Journal Article in IEEE MICROWAVE AND WIRELESS COMPONENTS LETTERS

Ontology based and context-aware hospital nurse call optimization

Femke OngenaeMatthias StrobbeJan HollezGregory De JansFilip De TurckTom DhaenePiet DemeesterP Verhoeve

Optimization in surrogate model building for RF circuit blocks

L De TommasiDirk GorissenJ CroonTom Dhaene

OTAGen: A tunable ontology generator for benchmarking ontology-based agent collaboration

Femke OngenaeStijn VerstichelFilip De TurckTom DhaeneBart DhoedtPiet Demeester

Parametric macromodeling of time domain responses

Dirk DeschrijverTom Dhaene

RF circuit block modeling via Kriging surrogates

Dirk GorissenLuciano De TommasiWouter HendrickxJeroen CroonTom Dhaene

Robust parametric macromodeling using multivariate orthonormal vector fitting

Dirk DeschrijverTom DhaeneDaniël De Zutter

A1 Journal Article in IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES

Single-input-single-output passive macromodeling via Positive Fractions Vector Fitting

Luciano De TommasiDirk DeschrijverTom Dhaene

Stability and passivity enforcement of parametric macromodels in time and frequency domain

Dirk DeschrijverTom Dhaene

A1 Journal Article in IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES

Surrogate modeling of low noise amplifiers based on transistor level simulations

L DE TOMMASIDirk GorissenJ CROONTom Dhaene

Validation of positive fraction vector fitting algorithm in the identification of passive immittances

L DE TOMMASIM DE MAGISTRISDirk DeschrijverTom Dhaene

2007

Experimental analysis on the relaxation of macromodeling methods

Dirk DeschrijverMarlize SchoemanTom DhaenePetrie Meyer

Grid-enabled adaptive surrogate modeling for computer based design (abstract)

Dirk GorissenTom DhaenePiet DemeesterJ BROECKHOVE

Robust identification of transient port responses using time domain orthonormal vector fitting

Dirk DeschrijverB. HaegemanTom Dhaene

2006

Orthonormal bandlimited Kautz sequences for global system modeling from piecewise rational models

Luc KnockaertTom Dhaene

A1 Journal Article in IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS

2004

Recent trends in the integration of circuit optimization and full-wave electromagnetic analysis.

Daniël De ZutterJ SERCUTom DhaeneJ DE GEESTFJ DEMUYNCKS HAMMADICWP HUANG

A1 Journal Article in IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES

2002

Constrained EM-based modeling of passive components.

Tom DhaeneJan De GeestDaniël De Zutter

Efficient MoM techniques for complex digital high-speed and RF-circuits and for parametrized model building

Daniël De ZutterJeannick SercuTom Dhaene

2001

EM-based multidimensional parameterized modeling of general passive planar components.

Tom DhaeneJan De GeestDaniël De Zutter

New approaches to increase the efficiency of the electromagnetic modeling of planar RF and microwave circuits

Daniël De ZutterJeannick SercuTom Dhaene

1999

Adaptive CAD-model building algorithm for general planar microwave structures.

Jan De GeestTom DhaeneNiels FachéDaniël De Zutter

A1 Journal Article in IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES

Adaptive sampling algorithm for accurate modeling of general interconnection structures.

Jan De GeestTom DhaeneNiels FachéDaniël De Zutter

1995

Adaptive frequency sampling algorithm for fast and accurate S-parameter modeling of general planar structures.

Tom DhaeneJan UreelNiels FachéDaniël De Zutter

Scattering matrix representation for the incidence of electromagnetic waves on multiconductor transmission line structures

Ilse WuytsTom DhaeneDaniël De Zutter

1994

Accurate transient simulation for high-speed interconnections.

Tom DhaeneLuc MartensDaniël De Zutter

A1 Journal Article in IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-FUNDAMENTAL THEORY AND APPLICATIONS

CALIBRATION AND NORMALIZATION OF TIME-DOMAIN NETWORK ANALYZER MEASUREMENTS.

Tom DhaeneLuc MartensDaniël De Zutter

A1 Journal Article in IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES

CIRCUIT MODELING OF GENERAL HYBRID UNIFORM WAVE-GUIDE STRUCTURES IN CHIRAL ANISOTROPIC INHOMOGENEOUS-MEDIA.

Tom DhaeneFemke OlyslagerDaniël De Zutter

A1 Journal Article in ANALOG INTEGRATED CIRCUITS AND SIGNAL PROCESSING

Circuitmodellering, transiëntsimulatie en tijdsdomeinkarakterisatie van hoge-snelheidsinterconnectiestructuren

Tom DhaeneDaniël De ZutterLuc Martens

Extended Bennia-Riad criterion for iterative frequency-domain deconvolution.

Tom DhaeneLuc MartensDaniël De Zutter

A1 Journal Article in IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT

1993

Advanced calibration and normalization techniques for time domain reflection and transmission measurements

Tom DhaeneLuc MartensK DE KESELDaniël De Zutter

Analysis and modelling of coupled dispersive interconnection lines

Tom DhaeneSteven CrielDaniël De Zutter

A2 Journal Article in IEEE Trans, on Microwave Theory and Techniques, vol. MTT-40, no. 11, pp. 2103-2105, Nov. 1992

EXTENDED SCATTERING MATRIX APPROACH FOR TRANSIENT ANALYSIS OF COUPLED DISPERSIVE LOSSY TRANSMISSION-LINES WITH ARBITRARY LOADS.

Tom DhaeneDaniël De Zutter

A1 Journal Article in ELECTROMAGNETICS

Generalized iterative frequency domain deconvolution technique

Tom DhaeneLuc MartensDaniël De Zutter

1992

ANALYSIS AND MODELING OF COUPLED DISPERSIVE INTERCONNECTION LINES.

Tom DhaeneSteven CrielDaniël De Zutter

A1 Journal Article in IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES

CAD-ORIENTED GENERAL CIRCUIT DESCRIPTION OF UNIFORM COUPLED LOSSY DISPERSIVE WAVE-GUIDE STRUCTURES.

Tom DhaeneDaniël De Zutter

A1 Journal Article in IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES

Improved time-domain characterization of high-speed interconnection structures'. IEEE Topical Meeting on Electrical Performance of Electronic Packaging, Tucson, USA, 22-24 Apr. 1992, pp. 142-144.

Tom DhaeneLuc MartensPeter DegraeuweDaniël De Zutter

Overview of the electromagnetic and circuit modeling of multiconductor lines. AIM Bullitin Scientifique de l'Association des Ingenieurs sortis de l'Institut d'Electricité Montefiore, Liege, Belgium, Aug. 1992, vol. 2, pp. 11-25.

Niels FachéFemke OlyslagerTom DhaeneDaniël De Zutter

SELECTION OF LUMPED ELEMENT MODELS FOR COUPLED LOSSY TRANSMISSION-LINES.

Tom DhaeneDaniël De Zutter

A1 Journal Article in IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS

TRANSIENT SIMULATION OF ARBITRARY NONUNIFORM INTERCONNECTION STRUCTURES CHARACTERIZED BY SCATTERING PARAMETERS.

Tom DhaeneLuc MartensDaniël De Zutter

A1 Journal Article in IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-FUNDAMENTAL THEORY AND APPLICATIONS

Extended thevenin models for transient analysis of non-uniform dispersive lossy multiconductor transmission lines. IEEE Intern. Symposium on Cir cuits and Systems, San Diego, USA, May 1992, vol. 4, pp. 1772-1775.

Tom DhaeneDaniël De Zutter

Selection of lumped element models for coupled lossy transmission lines. IEEE Transactions on Computer Aided Design of Integrated Circuit and Systems, vol. 11, nr. 7, pp. 805-815, Jul. 1992. 'Time domain simulation of electronically controlled aco ustic systems', Proceedings of the 6th FASE Congress, Zurich, Switserland, 29-31 Jul. 1992, pp. 299-302.

Tom DhaeneDaniël De Zutter

Time and frequency domain study of the propagation in lossy multilayered waveguide and antenna structures based on rigorous full-wave analysis. Proc. of the IEEE Antennas and Propagation Symposium. Chicago, USA, Jul. 1992, vol. 3, pp. 1504-1507.

Femke OlyslagerTom DhaeneDaniël De Zutter

Time domain analysis of uniformly coupled lossy transmission lines with arbitrary loads. IEEE Intern. Symposium on Circuits and Systems, San Diego, USA, May 1992, vol. 5, pp. 2402-2404.

Tom DhaeneDaniël De Zutter

Transmission line modeling of coupled lossy open dispersive hybrid waveguide structures in isotropic and anisotropic media. Proc. of Intern. Symposium on Signals, Systems and Electronics, Paris, France, 1-4 Sep. 1992, vol. 1, pp. 427-429.

Tom DhaeneFemke OlyslagerDaniël De ZutterPaul Lagasse