Research Explorer

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Researcher

Dirk Deschrijver

Publications & Research Data

Awards & Distinctions

209 Results

2026

Combining magnetic resonance imaging and evoked potentials enhances machine learning prediction of multiple sclerosis disability worsening

Sofie AertsLorin Werthen-BrabantsHamza KhanDiana L. GiraldoEdward De BrouwerLotte GeysVeronica PopescuJan SijbersHenry C. WoodruffTom Dhaene et al.

A1 Journal Article in FRONTIERS IN IMMUNOLOGY

Context-aware deep learning for biomedical time series analysis

Karel FonteynDirk DeschrijverTom Dhaene

Data-driven hypothesis discovery from disease trajectories in multiple sclerosis

Niels JodtsLorin Werthen-BrabantsSofie AertsLiesbet M. PeetersBart Van WijmeerschCharlotte HerzeelChristel MeertensRoel WuytsTom DhaeneDirk Deschrijver

A1 Journal Article in FRONTIERS IN IMMUNOLOGY

Interpretable machine learning for motor evoked potentials and respiratory time series data

Thomas KokSofie Van HoeckeDirk Deschrijver

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

Macromodeling of electrically long structures using a delay-aware rational Szegő kernel

Yens LindemansThijs UllrickIvo CouckuytDirk DeschrijverTom Dhaene

The impact of temporal harmonization on patient trajectory analysis in multiple sclerosis

Niels JodtsLorin Werthen-BrabantsCharlotte Van HerzeeleChristel MeertensRoel WuytsBart Van WijmeerschLiesbet PeetersTom DhaeneDirk Deschrijver

2025

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

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

Lennert BontinckAranka SteyaertHongbing ChenTom DhaeneDirk Deschrijver

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

Guided by uncertainty : adaptive frequency sampling using Gaussian processes

Thijs UllrickYens LindemansDirk DeschrijverTom Dhaene

Interpretable machine learning models for COPD ease of breathing estimation

Thomas KokJohn MoralesDirk DeschrijverDolores Blanco-AlmazanWillemijn GroenendaalDavid RuttensChristophe SmeetsVojkan MihajlovicFemke OngenaeSofie Van Hoecke

A1 Journal Article in MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING

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

The role of trustworthy and reliable AI for multiple sclerosis

Lorin Werthen-BrabantsTom DhaeneDirk Deschrijver

A2 Journal Article in FRONTIERS IN DIGITAL HEALTH

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

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

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

Karel FonteynTom DhaeneDirk Deschrijver

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

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

Thijs UllrickDirk DeschrijverWim BogaertsTom Dhaene

Unsupervised transfer learning across different data modalities for bearing's speed identification

Diego Nieves AvendanoDirk DeschrijverSofie Van Hoecke

A1 Journal Article in INTERNATIONAL JOURNAL OF ACOUSTICS AND VIBRATION

2023

Bayesian active learning for modeling and optimization of microwave devices

Federico GarbugliaTom DhaeneDirk Deschrijver

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

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.

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

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

Transfer learning for anomaly detection using bearings' vibration signals

Diego Nieves AvendanoDirk DeschrijverSofie Van Hoecke

A1 Journal Article in INTERNATIONAL JOURNAL OF ACOUSTICS AND VIBRATION

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

Thijs UllrickDirk DeschrijverWim BogaertsTom Dhaene

2022

A semi-supervised approach with monotonic constraints for improved remaining useful life estimation

Diego Nieves AvendanoNathan VandemoorteleColin SoetePieter MoensAgusmian Partogi OmpusungguDirk DeschrijverSofie Van Hoecke

A1 Journal Article in SENSORS

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

Convolutional neural networks for apnea detection from smartphone audio signals : effect of window size

Yolanda Castillo-EscarioLorin Werthen-BrabantsWillemijn GroenendaalDirk DeschrijverRaimon Jane

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.

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

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

Towards machine learning-based predictive maintenance in industry using vibration and acoustic data

Diego Nieves AvendanoSofie Van HoeckeDirk Deschrijver

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

Anomaly detection and event mining in cold forming manufacturing processes

Diego Nieves AvendanoDaniel CaljouwDirk DeschrijverSofie Van Hoecke

A1 Journal Article in INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY

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

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

Improving energy efficiency through data-driven modeling, simulation and optimization

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

Special issue : 'improving energy efficiency through data-driven modeling, simulation and optimization'

Dirk Deschrijver

Editorial material

2020

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

Rémi DelangheTom Van SteenkisteIvo CouckuytDirk DeschrijverTom 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

Evaluation of generative modeling techniques for frequency responses

Federico GarbugliaDomenico SpinaDirk DeschrijverTom Dhaene

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

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

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

Bayesian cylindrical data modeling using Abe-Ley mixtures

Nasrin SadeghianpourhamamiDries BenoitDirk DeschrijverChris Develder

A1 Journal Article in APPLIED MATHEMATICAL MODELLING

Bayesian optimization of MRI k-Space trajectories

Tom Van SteenkisteJan AeltermanHiep LuongDirk DeschrijverTom Dhaene

Continuous exploitative measurement trajectories using Bayesian optimisation

Rémi DelangheTom Van SteenkisteDirk DeschrijverTom 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

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 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

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

Rémi DelangheTom Van SteenkisteDirk DeschrijverTom Dhaene

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

Yinghao YeDomenico SpinaDirk DeschrijverWim BogaertsTom Dhaene

A1 Journal Article in PHOTONICS RESEARCH

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

Data-driven optimization of energy efficiency and comfort in an apartment

Diego Nieves AvendanoJoeri RuyssinckSteven VandekerckhoveSofie Van HoeckeDirk Deschrijver

Learning Multivariate Shapelets with Multi-Layer Neural Networks

Roberto MedicoJoeri RuyssinckDirk DeschrijverTom Dhaene

Modeling real-world flexibility of residential power consumption : exploring the cylindrical WeiSSVM distribution

Nasrin SadeghianpourhamamiDries F. BenoitDirk DeschrijverChris Develder

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 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

Handling imbalance in an extended PLAID

Leen De BaetsG. JingkunChris DevelderTom DhaeneM. BergesDirk Deschrijver

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

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

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

2016

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 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

Data-driven design of intelligent wireless networks: an overview and tutorial

Merima KulinCarolina FortunaEli De PoorterDirk DeschrijverIngrid Moerman

A1 Journal Article in SENSORS

Design of experiments for model-based optimization

Prashant SinghTom DhaeneDirk Deschrijver

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

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

Rational modeling of multivariate multi-fidelity data

Elizabeth Rita SamuelDirk DeschrijverLuc KnockaertTom DhaeneA. Cuyt

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

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

Automatic regression and classification modeling using sequential sampling

Ivo CouckuytJoachim van der HertenDirk DeschrijverTom Dhaene

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

Joachim van der HertenIvo CouckuytDirk DeschrijverTom Dhaene

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

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

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

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

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

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

T ClaeysD PissoortDirk DeschrijverIvo CouckuytTom Dhaene

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

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

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

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

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

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

Optimized sequential sampling algorithm for EMI near-field scanning

T DornéF VanheeT GrensonD PissoortDirk DeschrijverIvo CouckuytTom Dhaene

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

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

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

Ivo CouckuytDirk GorissenKarel CrombecqDirk DeschrijverTom Dhaene

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

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

Efficient parametric macromodeling of passive microwave structures and microwave components

Dirk DeschrijverTom DhaenePiet Demeester

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

Parameterized surrogate models of broadband passive electronic components

Tom DhaeneDirk Deschrijver

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

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

Towards efficient multiobjective optimization: multiobjective statistical criterions

Ivo CouckuytDirk DeschrijverTom 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

Automated file-based quality control : a machine learning approach

Matthias De GeyterNick VercammenDirk DeschrijverTom DhaenePiet DemeesterBrecht Vermeulen

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

Dries Vande GinsteDirk DeschrijverThomas DemeesterTom DhaeneDaniël De Zutter

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

Francesco FerrantiDirk DeschrijverLuc KnockaertTom 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

Robust macromodeling of frequency responses with outliers

Dirk DeschrijverLuc KnockaertTom Dhaene

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

Dirk DeschrijverKarel CrombecqHuu Minh NguyenTom Dhaene

2010

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

Dirk DeschrijverDavy PissoortTom Dhaene

DC-preserving passivity enforcement for S-parameter based macromodels

Dirk DeschrijverTom Dhaene

A1 Journal Article in IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES

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

Improving robustness of vector fitting to outliers in data

Dirk DeschrijverLuc KnockaertTom Dhaene

A1 Journal Article in ELECTRONICS LETTERS

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

Andrea G ChiarielloMassimiliano de MagistrisLuciano De TommasiDirk DeschrijverTom Dhaene

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

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

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

2009

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

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

Dirk DeschrijverBjorn GustavsenTom Dhaene

A1 Journal Article in IEEE TRANSACTIONS ON POWER DELIVERY

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

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

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

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

2008

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

Causal and stable reduced order model for linear high-frequency systems

Marissa CondonGeorgi GrahovskiDirk Deschrijver

A1 Journal Article in ELECTRONICS LETTERS

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

Fast parametric macromodeling of frequency responses using parameter derivatives

Francesco FerrantiDirk DeschrijverLuc KnockaertTom Dhaene

A1 Journal Article in IEEE MICROWAVE AND WIRELESS COMPONENTS LETTERS

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

Parametric macromodeling of time domain responses

Dirk DeschrijverTom 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

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

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

Dirk DeschrijverB. HaegemanTom Dhaene