Ghent University Academic Bibliography

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The role of trustworthy and reliable AI for multiple sclerosis

Lorin Werthen-Brabants (UGent) , Tom Dhaene (UGent) and Dirk Deschrijver (UGent)

(2025) FRONTIERS IN DIGITAL HEALTH. 7.
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Deep learning-based event counting for apnea-hypopnea index estimation using recursive spiking neural networks

Lorin Werthen-Brabants (UGent) , Yolanda Castillo-Escario, Willemijn Groenendaal, Raimon Jane, Tom Dhaene (UGent) and Dirk Deschrijver (UGent)

(2025) IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING. 72(4). p.1306-1315
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Interpretable machine learning models for COPD ease of breathing estimation

Thomas Kok (UGent) , John Morales, Dirk Deschrijver (UGent) , Dolores Blanco-Almazan, Willemijn Groenendaal, David Ruttens, Christophe Smeets, Vojkan Mihajlovic, Femke Ongenae (UGent) and Sofie Van Hoecke (UGent)

(2025) MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING. 63(5). p.1481-1495
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KARMA : kernel-aided rational macromodeling of noisy electrical frequency response data

Thijs Ullrick (UGent) , Dirk Deschrijver (UGent) , Wim Bogaerts (UGent) and Tom Dhaene (UGent)

(2025) IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES.
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Bayesian optimization of microwave filters : a physics-informed approach using the Szegö kernel

Yens Lindemans (UGent) , Thijs Ullrick (UGent) , Ivo Couckuyt (UGent) , Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2025) 2025 IEEE 29TH WORKSHOP ON SIGNAL AND POWER INTEGRITY, SPI. In IEEE Workshop on Signal and Power Integrity p.1-4
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Augmentation-free longitudinal modeling through structuring whitened embeddings

Karel Fonteyn (UGent) , Lennert Bontinck (UGent) , Tom Dhaene (UGent) and Dirk Deschrijver (UGent)

(2025) IEEE ACCESS. 13. p.159950-159960
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Spectral bayesian optimization using a physics-informed rational Szego kernel for microwave design

Yens Lindemans (UGent) , Thijs Ullrick (UGent) , Ivo Couckuyt (UGent) , Tim Pattyn (UGent) , Dirk Deschrijver (UGent) , Dries Vande Ginste (UGent) and Tom Dhaene (UGent)

(2025) IEEE TRANSACTIONS ON COMPONENTS PACKAGING AND MANUFACTURING TECHNOLOGY. 15(9). p.1836-1846
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Wavelength-tunable equivalent circuit models for SPICE-based photonic-electronic co-simulation

Thijs Ullrick (UGent) , Dirk Deschrijver (UGent) , Domenico Spina (UGent) , Wim Bogaerts (UGent) and Tom Dhaene (UGent)

(2025) JOURNAL OF COMPUTATIONAL ELECTRONICS. 25(1).
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CSD-AFNet : computationally efficient atrial fibrillation classification from ECGs using 2D causal strided dilated convolutions

Lennert Bontinck (UGent) , Aranka Steyaert (UGent) , Hongbing Chen (UGent) , Tom Dhaene (UGent) and Dirk Deschrijver (UGent)

(2025) 2025 IEEE EMBS International Conference on Biomedical and Health Informatics (BHI). p.1-7
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Machine-learning-based prediction of disability progression in multiple sclerosis : an observational, international, multi-center study

Edward De Brouwer, Thijs Becker, Lorin Werthen-Brabants (UGent) , Pieter Dewulf, Dimitrios Iliadis (UGent) , Cathérine Dekeyser (UGent) , Guy Laureys (UGent) , Bart Van Wijmeersch, Veronica Popescu, Tom Dhaene (UGent) , et al.

(2024) PLOS DIGITAL HEALTH. 3(7).
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Unsupervised transfer learning across different data modalities for bearing's speed identification

Diego Nieves Avendano (UGent) , Dirk Deschrijver (UGent) and Sofie Van Hoecke (UGent)

(2024) INTERNATIONAL JOURNAL OF ACOUSTICS AND VIBRATION. 29(2). p.175-186
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Improving features for multiple sclerosis disability progression prediction through temporal alignment of hospital visits

Karel Fonteyn (UGent) , Tom Dhaene (UGent) and Dirk Deschrijver (UGent)

(2024) 2024 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND APPLICATIONS, ICMLA. In IEEE International Conference on Emerging Technologies and Factory Automation-ETFA p.1121-1124
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Modeling microwave S-parameters using frequency-scaled rational Gaussian process kernels

Thijs Ullrick (UGent) , Dirk Deschrijver (UGent) , Wim Bogaerts (UGent) and Tom Dhaene (UGent)

(2024) 2024 IEEE 33RD CONFERENCE ON ELECTRICAL PERFORMANCE OF ELECTRONIC PACKAGING AND SYSTEMS, EPEPS 2024. In IEEE Conference on Electrical Performance of Electronic Packaging and Systems
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ECGencode : compact and computationally efficient deep learning feature encoder for ECG signals

Lennert Bontinck (UGent) , Karel Fonteyn (UGent) , Tom Dhaene (UGent) and Dirk Deschrijver (UGent)

(2024) EXPERT SYSTEMS WITH APPLICATIONS. 255(Part C).
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Modeling S-parameters of interconnects using periodic Gaussian process kernels

Federico Garbuglia, Domenico Spina (UGent) , Torsten Reuschel, Christian Schuster, Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2023) 2023 IEEE 27th Workshop on Signal and Power Integrity (SPI). In IEEE Workshop on Signal and Power Integrity
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Reliable assessment of uncertainty for appliance recognition in NILM using conformal prediction

Lorin Werthen-Brabants (UGent) , Tom Dhaene (UGent) and Dirk Deschrijver (UGent)

(2023) ELECTRONICS LETTERS. 59(18).
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Wideband complex vector fitting for modeling time delay variations in passive photonic filters

Thijs Ullrick (UGent) , Dirk Deschrijver (UGent) , Wim Bogaerts (UGent) and Tom Dhaene (UGent)

(2023) 2023 IEEE 32nd Conference on Electrical Performance of Electronic Packaging and Systems (EPEPS). In IEEE Conference on Electrical Performance of Electronic Packaging and Systems-EPEPS
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On the role of Bayesian learning for electronic design automation : a survey

Federico Garbuglia, Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2023) IEEE ELECTROMAGNETIC COMPATIBILITY MAGAZINE. 12(4). p.77-84
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Transfer learning for anomaly detection using bearings' vibration signals

Diego Nieves Avendano (UGent) , Dirk Deschrijver (UGent) and Sofie Van Hoecke (UGent)

(2023) INTERNATIONAL JOURNAL OF ACOUSTICS AND VIBRATION. 28(4). p.420-434
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Comparator model for detecting changes in the ease of breathing of COPD patients

Thomas Kok (UGent) , W. Groenendaal, S. Blanco-Almazan, L. Lijnen, C. Smeets, D. Ruttens, J. Morales, Tom Dhaene (UGent) , Femke Ongenae (UGent) , Sofie Van Hoecke (UGent) , et al.

(2023) KDH@IJCAI 2023 : Knowledge Discovery from Healthcare Data 2023 : proceedings of the 6th International Workshop on Knowledge Discovery from Healthcare Data. In CEUR workshop proceedings 3479.
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Modeling electrically long interconnects using physics-informed delayed gaussian processes

Federico Garbuglia, Torsten Reuschel, Christian Schuster, Dirk Deschrijver (UGent) , Tom Dhaene (UGent) and Domenico Spina (UGent)

(2023) IEEE TRANSACTIONS ON ELECTROMAGNETIC COMPATIBILITY. 65(6). p.1715-1723
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Bayesian optimization for microwave devices using deep GP spectral surrogate models

Federico Garbuglia, Domenico Spina (UGent) , Dirk Deschrijver (UGent) , Ivo Couckuyt (UGent) and Tom Dhaene (UGent)

(2023) IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES. 71(6). p.2311-2318
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Modeling and co-simulation framework for multi-wavelength photonic integrated circuits : a wideband complex vector fitting approach

Thijs Ullrick (UGent) , Dirk Deschrijver (UGent) , Wim Bogaerts (UGent) and Tom Dhaene (UGent)

(2023) IEEE Photonics Benelux Chapter : Annual Symposium 2023, Proceedings.
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Split BiRNN for real-time activity recognition using radar and deep learning

Lorin Werthen-Brabants (UGent) , Geethika Bhavanasi, Ivo Couckuyt (UGent) , Tom Dhaene (UGent) and Dirk Deschrijver (UGent)

(2022) SCIENTIFIC REPORTS. 12(1).
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Bayesian active learning for radiation pattern sampling over cylindrical surfaces

Federico Garbuglia, Tim Claeys, Ivo Couckuyt (UGent) , Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2022) IEEE TRANSACTIONS ON ELECTROMAGNETIC COMPATIBILITY. 64(5). p.1391-1398
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S-parameter modeling and optimization using deep Gaussian processes

Federico Garbuglia, Domenico Spina (UGent) , Dirk Deschrijver (UGent) , Ivo Couckuyt (UGent) and Tom Dhaene (UGent)

(2022) 2022 24TH INTERNATIONAL MICROWAVE AND RADAR CONFERENCE (MIKON).
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Quantifying uncertainty in real time with split BiRNN for radar human activity recognition

Lorin Werthen-Brabants (UGent) , Geethika Bhavanasi, Ivo Couckuyt (UGent) , Tom Dhaene (UGent) and Dirk Deschrijver (UGent)

(2022) 2022 19TH EUROPEAN RADAR CONFERENCE (EURAD). In European Radar Conference EuRAD p.173-176
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Convolutional neural networks for apnea detection from smartphone audio signals : effect of window size

Yolanda Castillo-Escario, Lorin Werthen-Brabants (UGent) , Willemijn Groenendaal, Dirk Deschrijver (UGent) and Raimon Jane

(2022) 2022 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC). p.666-669
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Bayesian active learning for received signal strength-based visible light positioning

Federico Garbuglia, Willem Raes, Jorik De Bruycker, Nobby Stevens, Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2022) IEEE PHOTONICS JOURNAL. 14(6).
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Uncertainty quantification for appliance recognition in non-intrusive load monitoring using Bayesian deep learning

Lorin Werthen-Brabants (UGent) , Tom Dhaene (UGent) and Dirk Deschrijver (UGent)

(2022) ENERGY AND BUILDINGS. 270.
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Machine-learning-based prediction of disability progression in multiple sclerosis : an observational, international, multi-center study

Edward De Brouwer, Thijs Becker, Lorin Werthen-Brabants (UGent) , Pieter Dewulf, Dimitrios Iliadis (UGent) , Cathérine Dekeyser (UGent) , Guy Laureys (UGent) , Bart Van Wijmeersch, Veronica Popescu, Tom Dhaene (UGent) , et al.

(2022) MedRXiv.
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A semi-supervised approach with monotonic constraints for improved remaining useful life estimation

Diego Nieves Avendano (UGent) , Nathan Vandemoortele (UGent) , Colin Soete (UGent) , Pieter Moens (UGent) , Agusmian Partogi Ompusunggu, Dirk Deschrijver (UGent) and Sofie Van Hoecke (UGent)

(2022) SENSORS. 22(4).
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Anomaly detection and event mining in cold forming manufacturing processes

Diego Nieves Avendano (UGent) , Daniel Caljouw, Dirk Deschrijver (UGent) and Sofie Van Hoecke (UGent)

(2021) INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY. 115(3). p.837-852
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Special issue : 'improving energy efficiency through data-driven modeling, simulation and optimization'

Dirk Deschrijver (UGent)

(2021) ENERGIES. 14(6).
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Learning multivariate shapelets with multi-layer neural networks for interpretable time-series classification

Roberto Medico, Joeri Ruyssinck (UGent) , Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2021) ADVANCES IN DATA ANALYSIS AND CLASSIFICATION. 15(4). p.911-936
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Bayesian active learning for multi-objective feasible region identification in microwave devices

Federico Garbuglia, Jixiang Qing, Nicolas Knudde, Domenico Spina (UGent) , Ivo Couckuyt (UGent) , Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2021) ELECTRONICS LETTERS. 57(10). p.400-403
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Complex vector fitting toolbox : a software package for the modelling and simulation of general linear and passive baseband systems

Domenico Spina (UGent) , Yinghao Ye, Dirk Deschrijver (UGent) , Wim Bogaerts (UGent) and Tom Dhaene (UGent)

(2021) ELECTRONICS LETTERS. 57(10). p.404-406
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A Bayesian optimisation procedure for estimating optimal trajectories in electromagnetic compliance testing

Rémi Delanghe, Tom Van Steenkiste, Ivo Couckuyt (UGent) , Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2020) ENGINEERING PROCEEDINGS. 3(1).
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Portable detection of apnea and hypopnea events using bio-impedance of the chest and deep learning

Tom Van Steenkiste, Willemijn Groenendaal, Pauline Dreesen, Seulki Lee, Susie Klerkx, Ruben de Francisco, Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2020) IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS. 24(9). p.2589-2598
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Statistical modeling of frequency responses using linear Bayesian vector fitting

Simon De Ridder, Dirk Deschrijver (UGent) , Domenico Spina (UGent) , Dries Vande Ginste (UGent) and Tom Dhaene (UGent)

(2020) INTERNATIONAL JOURNAL OF NUMERICAL MODELLING-ELECTRONIC NETWORKS DEVICES AND FIELDS. 33(6).
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A voltage and current measurement dataset for plug load appliance identification in households

Roberto Medico, Leen De Baets (UGent) , Jingkun Gao, Suman Giri, Emre Kara, Tom Dhaene (UGent) , Chris Develder (UGent) , Mario Berges and Dirk Deschrijver (UGent)

(2020) SCIENTIFIC DATA. 7(1).
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Interpretable epilepsy detection in routine, interictal EEG data using deep learning

Thomas Uyttenhove, Aren Maes, Tom Van Steenkiste, Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2020) PROCEEDINGS OF MACHINE LEARNING RESEARCH. 136. p.355-366
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Sensor fusion using backward shortcut connections for sleep apnea detection in multi-modal data

Tom Van Steenkiste, Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2020) PROCEEDINGS OF MACHINE LEARNING RESEARCH. 116. p.112-125
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Evaluation of generative modeling techniques for frequency responses

Federico Garbuglia, Domenico Spina (UGent) , Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2020) ENGINEERING PROCEEDINGS. 3(1).
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SEGOLS : a line-based sequential sampling strategy for efficient design space exploration and optimization

Rémi Delanghe, Tom Van Steenkiste, Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2019) WSC 2019, Winter Simulation Conference, Proceedings.
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Adaptive frequency sampling using linear Bayesian vector fitting

Simon De Ridder, Dirk Deschrijver (UGent) , Domenico Spina (UGent) , Tom Dhaene (UGent) and Dries Vande Ginste (UGent)

(2019) ELECTRONICS LETTERS. 55(2). p.74-76
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Bayesian cylindrical data modeling using Abe-Ley mixtures

Nasrin Sadeghianpourhamami, Dries Benoit (UGent) , Dirk Deschrijver (UGent) and Chris Develder (UGent)

(2019) APPLIED MATHEMATICAL MODELLING. 68. p.629-642
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Machine learning based error detection in transient susceptibility tests

Roberto Medico, Niels Lambrecht (UGent) , Hugo Pues, Dries Vande Ginste (UGent) , Dirk Deschrijver (UGent) , Tom Dhaene (UGent) and Domenico Spina (UGent)

(2019) IEEE TRANSACTIONS ON ELECTROMAGNETIC COMPATIBILITY. 61(2). p.352-360
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Generation of stochastic interconnect responses via gaussian process latent variable models

Simon De Ridder, Dirk Deschrijver (UGent) , Paolo Manfredi (UGent) , Tom Dhaene (UGent) and Dries Vande Ginste (UGent)

(2019) IEEE TRANSACTIONS ON ELECTROMAGNETIC COMPATIBILITY. 61(2). p.582-585
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Detection of unidentified appliances in non-intrusive load monitoring using siamese neural networks

Leen De Baets (UGent) , Chris Develder (UGent) , Tom Dhaene (UGent) and Dirk Deschrijver (UGent)

(2019) INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS. 104. p.645-653
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Automated sleep apnea detection in raw respiratory signals using long short-term memory neural networks

Tom Van Steenkiste, Willemijn Groenendaal, Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2019) IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS. 23(6). p.2354-2364
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- C3
Transferability of deep learning based sleep apnea detection models

Tom Van Steenkiste, Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2019)
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Bayesian optimization of MRI k-Space trajectories

Tom Van Steenkiste, Jan Aelterman (UGent) , Hiep Luong (UGent) , Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2019)
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ALBATROS : adaptive line-based sampling trajectories for sequential measurements

Tom Van Steenkiste, Joachim van der Herten (UGent) , Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2019) ENGINEERING WITH COMPUTERS. 35(2). p.537-550
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Learning to forget : design of experiments for line-based Bayesian optimization in dynamic environments

Jens Jocqué, Tom Van Steenkiste, Pieter Stroobant, Rémi Delanghe, Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2019) 2019 WINTER SIMULATION CONFERENCE (WSC). In Winter Simulation Conference Proceedings p.656-667
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Interpretable ECG beat embedding using disentangled variational auto-encoders

Tom Van Steenkiste, Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2019) 2019 IEEE 32ND INTERNATIONAL SYMPOSIUM ON COMPUTER-BASED MEDICAL SYSTEMS (CBMS). In IEEE International Symposium on Computer-Based Medical Systems p.373-378
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Time-domain compact macromodeling of linear photonic circuits via complex vector fitting

Yinghao Ye, Domenico Spina (UGent) , Dirk Deschrijver (UGent) , Wim Bogaerts (UGent) and Tom Dhaene (UGent)

(2019) PHOTONICS RESEARCH. 7(7). p.771-782
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- C3
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A study of early sepsis detection models based on multivariate medical time series

Aren Maes, Tom Van Steenkiste, Tom Dhaene (UGent) and Dirk Deschrijver (UGent)

(2019) 28th Belgian Dutch Conference on Machine Learning (Benelearn 2019), Abstracts.
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- C3
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Disentangled variational auto-encoders for explaining ECG beat embeddings

Tom Van Steenkiste, Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2019) 28th Belgian Dutch Conference on Machine Learning (Benelearn 2019), Abstracts.
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Continuous exploitative measurement trajectories using Bayesian optimisation

Rémi Delanghe, Tom Van Steenkiste, Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2019) 28th Belgian Dutch Conference on Machine Learning (Benelearn 2019), Abstracts.
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Efficient time-domain modeling and simulation of passive bandpass systems

Yinghao Ye, Domenico Spina (UGent) , Dirk Deschrijver (UGent) , Wim Bogaerts (UGent) and Tom Dhaene (UGent)

(2019) PROCEEDINGS OF THE 2019 INTERNATIONAL CONFERENCE ON ELECTROMAGNETICS IN ADVANCED APPLICATIONS (ICEAA). p.992-996
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Gaining insight in wind turbine drivetrain dynamics by means of automatic operational modal analysis combined with machine learning algorithms

Nicoletta Gioia, P. J. Daems, C. Peeters, P. Guillaume, J. Helsen, Roberto Medico, Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2019) PROCEEDINGS OF THE ASME 38TH INTERNATIONAL CONFERENCE ON OCEAN, OFFSHORE AND ARCTIC ENGINEERING, 2019, VOL 10. In Proceedings of the ASME International Conference on Ocean Offshore and Arctic Engineering
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Machine-learning-based error detection and design optimization in signal integrity applications

Roberto Medico, Domenico Spina (UGent) , Dries Vande Ginste (UGent) , Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2019) IEEE TRANSACTIONS ON COMPONENTS PACKAGING AND MANUFACTURING TECHNOLOGY. 9(9). p.1712-1720
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A Bayesian approach to adaptive frequency sampling

Simon De Ridder, Dirk Deschrijver (UGent) , Domenico Spina (UGent) , Tom Dhaene (UGent) and Dries Vande Ginste (UGent)

(2019) 2019 23RD IEEE WORKSHOP ON SIGNAL AND POWER INTEGRITY (SPI 2019). In IEEE Workshop on Signal and Power Integrity p.1-4
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Automated assessment of bone age using deep learning and Gaussian process regression

Tom Van Steenkiste, Joeri Ruyssinck (UGent) , Olivier Janssens (UGent) , Baptist Vandersmissen, Florian Vandecasteele, Pieter Devolder (UGent) , Eric Achten (UGent) , Sofie Van Hoecke (UGent) , Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2018) 2018 40TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC). p.674-677
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A generative modeling framework for statistical link analysis based on sparse data

Simon De Ridder, Paolo Manfredi (UGent) , Jan De Geest, Dirk Deschrijver (UGent) , Daniël De Zutter (UGent) , Tom Dhaene (UGent) and Dries Vande Ginste (UGent)

(2018) IEEE TRANSACTIONS ON COMPONENTS PACKAGING AND MANUFACTURING TECHNOLOGY. 8(1). p.21-31
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Systematic comparison of respiratory signals for the automated detection of sleep apnea

Tom Van Steenkiste, W. Groenendaal, Joeri Ruyssinck (UGent) , P. Dreesen, S. Klerkx, C. Smeets, R. de Francisco, Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2018) 2018 40TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC). In IEEE Engineering in Medicine and Biology Society Conference Proceedings p.449-452
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VI-based appliance classification using aggregated power consumption data

Leen De Baets (UGent) , Tom Dhaene (UGent) , Dirk Deschrijver (UGent) , Mario Berges and Chris Develder (UGent)

(2018) 2018 IEEE INTERNATIONAL CONFERENCE ON SMART COMPUTING (SMARTCOMP 2018). p.179-186
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Modeling real-world flexibility of residential power consumption : exploring the cylindrical WeiSSVM distribution

Nasrin Sadeghianpourhamami, Dries F. Benoit, Dirk Deschrijver (UGent) and Chris Develder (UGent)

(2018) E-ENERGY'18: PROCEEDINGS OF THE 9TH ACM INTERNATIONAL CONFERENCE ON FUTURE ENERGY SYSTEMS. p.408-410
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Learning Multivariate Shapelets with Multi-Layer Neural Networks

Roberto Medico, Joeri Ruyssinck (UGent) , Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2018) ACDL - Advanced Course on Data Science & Machine Learning.
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Appliance classification using VI trajectories and convolutional neural networks

Leen De Baets (UGent) , Joeri Ruyssinck (UGent) , Chris Develder (UGent) , Tom Dhaene (UGent) and Dirk Deschrijver (UGent)

(2018) ENERGY AND BUILDINGS. 158. p.32-36
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Autoencoding density-based anomaly detection for signal integrity applications

Roberto Medico, Domenico Spina (UGent) , Dries Vande Ginste (UGent) , Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2018) 2018 IEEE 27TH CONFERENCE ON ELECTRICAL PERFORMANCE OF ELECTRONIC PACKAGING AND SYSTEMS (EPEPS). In IEEE Conference on Electrical Performance of Electronic Packaging and Systems-EPEPS p.47-49
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Data-driven optimization of energy efficiency and comfort in an apartment

Diego Nieves Avendano (UGent) , Joeri Ruyssinck (UGent) , Steven Vandekerckhove, Sofie Van Hoecke (UGent) and Dirk Deschrijver (UGent)

(2018) 2018 9TH INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS (IS). p.174-182
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On the Bayesian optimization and robustness of event detection methods in NILM

Leen De Baets (UGent) , Joeri Ruyssinck (UGent) , Chris Develder (UGent) , Tom Dhaene (UGent) and Dirk Deschrijver (UGent)

(2017) ENERGY AND BUILDINGS. 145. p.57-66
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Surrogate modeling based cognitive decision engine for optimization of WLAN performance

David Plets (UGent) , Krishnan Chemmangat, Dirk Deschrijver (UGent) , Michael Mehari (UGent) , Selvakumar Ulaganathan (UGent) , Mostafa Pakparvar, Tom Dhaene (UGent) , Jeroen Hoebeke (UGent) , Ingrid Moerman (UGent) and Emmeric Tanghe (UGent)

(2017) WIRELESS NETWORKS. 23(8). p.2347-2359
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Comprehensive feature selection for appliance classification in NILM

Nasrin Sadeghianpourhamami, Joeri Ruyssinck (UGent) , Dirk Deschrijver (UGent) , Tom Dhaene (UGent) and Chris Develder (UGent)

(2017) ENERGY AND BUILDINGS. 151. p.98-106
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Optimized statistical test for event detection in non-intrusive load monitoring

Leen De Baets (UGent) , Joeri Ruyssinck (UGent) , Chris Develder (UGent) , Tom Dhaene (UGent) and Dirk Deschrijver (UGent)

(2017) 2017 1ST IEEE INTERNATIONAL CONFERENCE ON ENVIRONMENT AND ELECTRICAL ENGINEERING AND 2017 17TH IEEE INDUSTRIAL AND COMMERCIAL POWER SYSTEMS EUROPE (EEEIC / I&CPS EUROPE). p.1-5
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Automated classification of appliances using elliptical fourier descriptors

Leen De Baets (UGent) , Chris Develder (UGent) , Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2017) 2017 IEEE INTERNATIONAL CONFERENCE ON SMART GRID COMMUNICATIONS (SMARTGRIDCOMM). In International Conference on Smart Grid Communications p.153-158
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Multi-objective geometry optimization of a gas cyclone using triple-fidelity co-kriging surrogate models

Prashant Singh (UGent) , Ivo Couckuyt (UGent) , Khairy Elsayed, Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2017) JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS. 175(1). p.172-193
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Constrained multi-objective antenna design optimization using surrogates

Prashant Singh (UGent) , Marco Rossi (UGent) , Ivo Couckuyt (UGent) , Dirk Deschrijver (UGent) , Hendrik Rogier (UGent) and Tom Dhaene (UGent)

(2017) INTERNATIONAL JOURNAL OF NUMERICAL MODELLING-ELECTRONIC NETWORKS DEVICES AND FIELDS. 30(6).
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Handling imbalance in an extended PLAID

Leen De Baets (UGent) , G. Jingkun, Chris Develder (UGent) , Tom Dhaene (UGent) , M. Berges and Dirk Deschrijver (UGent)

(2017) 2017 FIFTH IFIP CONFERENCE ON SUSTAINABLE INTERNET AND ICT FOR SUSTAINABILITY (SUSTAINIT 2017). In Sustainable Internet and ICT for Sustainability p.32-36
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A sequential sampling strategy for adaptive classification of computationally expensive data

Prashant Singh (UGent) , Joachim van der Herten (UGent) , Dirk Deschrijver (UGent) , Ivo Couckuyt (UGent) and Tom Dhaene (UGent)

(2017) STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION. 55(4). p.1425-1438
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A novel parametric macromodeling technique for electromagnetic structures with propagation delays

M. Sgueglia, A. Sorrentino, M. de Magistris, Domenico Spina (UGent) , Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2017) 2017 IEEE 21ST WORKSHOP ON SIGNAL AND POWER INTEGRITY (SPI). In IEEE Workshop on Signal and Power Integrity
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Multi-objective variable subset selection using heterogeneous surrogate modeling and sequential design

Joachim van der Herten (UGent) , Ivo Couckuyt (UGent) , Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2016) 2016 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC). In IEEE Congress on Evolutionary Computation p.1634-1641
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Active learning for approximation of expensive functions with normal distributed output uncertainty

Joachim van der Herten (UGent) , Ivo Couckuyt (UGent) , Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2016) p.1-3
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Efficient identification of a multi-objective pareto front on a wireless experimentation facility

Michael Mehari (UGent) , Eli De Poorter (UGent) , Ivo Couckuyt (UGent) , Dirk Deschrijver (UGent) , Günter Vermeeren (UGent) , David Plets (UGent) , Wout Joseph (UGent) , Luc Martens (UGent) , Tom Dhaene (UGent) and Ingrid Moerman (UGent)

(2016) IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS. 15(10). p.6662-6675
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Adaptive modeling and sampling methodologies for Internet of Things applications

Joachim van der Herten (UGent) , Ivo Couckuyt (UGent) , Dirk Deschrijver (UGent) , Piet Demeester (UGent) and Tom Dhaene (UGent)

(2016) PROCEEDINGS OF THE 18TH MEDITERRANEAN ELECTROTECHNICAL CONFERENCE MELECON 2016. In IEEE Mediterranean Electrotechnical Conference-MELECON p.1-5
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Cepstrum analysis applied on event detection in NILM

Leen De Baets (UGent) , Joeri Ruyssinck (UGent) , Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2016) BENELEARN 2016 : proceedings of the 25th Belgian-Dutch conference on machine learning.
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Data-driven design of intelligent wireless networks: an overview and tutorial

Merima Kulin, Carolina Fortuna (UGent) , Eli De Poorter (UGent) , Dirk Deschrijver (UGent) and Ingrid Moerman (UGent)

(2016) SENSORS. 16(6).
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Adaptive classification under computational budget constraints using sequential data gathering

Joachim van der Herten (UGent) , Ivo Couckuyt (UGent) , Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2016) ADVANCES IN ENGINEERING SOFTWARE. 99. p.137-146
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Building accurate radio environment maps from multi-fidelity spectrum sensing data

Selvakumar Ulaganathan (UGent) , Dirk Deschrijver (UGent) , Mostafa Pakparvar (UGent) , Ivo Couckuyt (UGent) , Wei Liu (UGent) , David Plets (UGent) , Wout Joseph (UGent) , Tom Dhaene (UGent) , Luc Martens (UGent) and Ingrid Moerman (UGent)

(2016) WIRELESS NETWORKS. 22(8). p.2551-2562
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Shape optimization of a cyclone separator using multi-objective surrogate-based optimization

Prashant Singh (UGent) , Ivo Couckuyt (UGent) , Khairy Elsayed, Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2016) APPLIED MATHEMATICAL MODELLING. 40(5-6). p.4248-4259
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Event detection in NILM using Cepstrum smoothing

Leen De Baets (UGent) , Joeri Ruyssinck (UGent) , Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2016) 3rd International Workshop on Non-Intrusive Load Monitoring. p.1-4
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Energy flexibility assessment of an industrial coldstore process

Joachim van der Herten (UGent) , Frederick Depuydt (UGent) , Leen De Baets (UGent) , Dirk Deschrijver (UGent) , Matthias Strobbe (UGent) , Chris Develder (UGent) , Tom Dhaene (UGent) , R Bruneliere and J-W Rombouts

(2016) 2016 IEEE INTERNATIONAL ENERGY CONFERENCE (ENERGYCON). In IEEE International Energy Conference p.1-6
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Multipoint model order reduction for systems with delays

Elizabeth Rita Samuel (UGent) , Dirk Deschrijver (UGent) , Francesco Ferranti (UGent) , Luc Knockaert (UGent) and Tom Dhaene (UGent)

(2016) 2015 IEEE MTT-S INTERNATIONAL CONFERENCE ON NUMERICAL ELECTROMAGNETIC AND MULTIPHYSICS MODELING AND OPTIMIZATION (NEMO).
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Rational modeling of multivariate multi-fidelity data

Elizabeth Rita Samuel (UGent) , Dirk Deschrijver (UGent) , Luc Knockaert (UGent) , Tom Dhaene (UGent) and A. Cuyt

(2016) p.1-11
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Measurement-based wireless network planning, monitoring, and reconfiguration solution for robust radio communications in indoor factories

Xu Gong (UGent) , Jens Trogh, Quentin Braet (UGent) , Emmeric Tanghe (UGent) , David Plets (UGent) , Prashant Singh (UGent) , Jeroen Hoebeke (UGent) , Dirk Deschrijver (UGent) , Tom Dhaene (UGent) , Luc Martens (UGent) , et al.

(2016) IET SCIENCE MEASUREMENT & TECHNOLOGY. 10(4). p.375-382
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A fuzzy hybrid sequential design strategy for global surrogate modeling of high-dimensional computer experiments

Joachim van der Herten (UGent) , Ivo Couckuyt (UGent) , Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2015) SIAM JOURNAL ON SCIENTIFIC COMPUTING. 37(2). p.A1020-A1039
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Constructing classifiers of expensive simulation-based data by sequential experimental design

Joachim van der Herten (UGent) , Ivo Couckuyt (UGent) , Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2015) 2015 WINTER SIMULATION CONFERENCE (WSC). In Winter Simulation Conference Proceedings p.3166-3167
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Surrogate-based fast peak mass-averaged SAR assessment

Günter Vermeeren (UGent) , Prashant Singh (UGent) , Sam Aerts (UGent) , Dirk Deschrijver (UGent) , Tom Dhaene (UGent) , Wout Joseph (UGent) and Luc Martens (UGent)

(2015) Annual Meeting of the Bioelectromagnetics Society and the European BioElectromagnetics Association. p.135-137
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Efficient global optimization of multi-parameter network problems on wireless testbeds

Michael Mehari (UGent) , Eli De Poorter (UGent) , Ivo Couckuyt (UGent) , Dirk Deschrijver (UGent) , Jono Vanhie-Van Gerwen (UGent) , Daan Pareit (UGent) , Tom Dhaene (UGent) and Ingrid Moerman (UGent)

(2015) AD HOC NETWORKS. 29. p.15-31
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A matlab toolbox for kriging metamodelling

Selvakumar Ulaganathan (UGent) , Ivo Couckuyt (UGent) , Dirk Deschrijver (UGent) , Eric Laermans (UGent) and Tom Dhaene (UGent)

(2015) Procedia Computer Science. 51. p.2708-2713
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Throughput optimization of wireless LANs by surrogate model based cognitive decision making

Mostafa Pakparvar (UGent) , Krishnan Chemmangat Manakkal Cheriya (UGent) , Dirk Deschrijver (UGent) , Michael Mehari (UGent) , David Plets (UGent) , Tom Dhaene (UGent) , Jeroen Hoebeke (UGent) , Ingrid Moerman (UGent) , Luc Martens (UGent) and Wout Joseph (UGent)

(2015) IEEE Wireless Communications and Networking Conference Workshops. p.188-193
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Throughput optimization strategies for large-scale wireless LANs

Mostafa Pakparvar (UGent) , David Plets (UGent) , Jeroen Hoebeke (UGent) , Dirk Deschrijver (UGent) , Michael Mehari (UGent) , Tom Dhaene (UGent) , Ingrid Moerman (UGent) , Luc Martens (UGent) and Wout Joseph (UGent)

(2015) IEEE International Symposium on Broadband Multimedia Systems and Broadcasting. In IEEE International Symposium on Broadband Multimedia Systems and Broadcasting
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Fast calculation of multiobjective probability of improvement and expected improvement criteria for Pareto optimization

Ivo Couckuyt (UGent) , Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2014) JOURNAL OF GLOBAL OPTIMIZATION. 60(3). p.575-594
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Stochastic macromodeling of nonlinear systems via polynomial chaos expansion and transfer function trajectories

Domenico Spina (UGent) , Dimitri De Jonghe, Dirk Deschrijver (UGent) , Georges Gielen, Luc Knockaert (UGent) and Tom Dhaene (UGent)

(2014) IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES. 62(7). p.1454-1460
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Fuzzy local linear approximation-based sequential design

Joachim van der Herten (UGent) , Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2014) 2014 IEEE SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE FOR ENGINEERING SOLUTIONS (CIES). p.17-21
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Classification aided domain reduction for high dimensional optimization

Prashant Singh (UGent) , Francesco Ferranti (UGent) , Dirk Deschrijver (UGent) , Ivo Couckuyt (UGent) and Tom Dhaene (UGent)

(2014) PROCEEDINGS OF THE 2014 WINTER SIMULATION CONFERENCE (WSC). In Winter Simulation Conference Proceedings p.3928-3939
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A cognitive QoS management framework for WLANs

Mostafa Pakparvar (UGent) , David Plets (UGent) , Emmeric Tanghe (UGent) , Dirk Deschrijver (UGent) , Wei Liu (UGent) , Krishnan Chemmangat Manakkal Cheriya (UGent) , Ingrid Moerman (UGent) , Tom Dhaene (UGent) , Luc Martens (UGent) and Wout Joseph (UGent)

(2014) EURASIP JOURNAL ON WIRELESS COMMUNICATIONS AND NETWORKING.
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Sequential sampling algorithm for simultaneous near-field scanning of amplitude and phase

T Claeys, D Pissoort, Dirk Deschrijver (UGent) , Ivo Couckuyt (UGent) and Tom Dhaene (UGent)

(2014) IEEE International Symposium on Electromagnetic Compatibility. p.79-84
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Efficient multi-objective optimization of wireless network problems on wireless testbeds

Michael Mehari (UGent) , Eli De Poorter (UGent) , Ivo Couckuyt (UGent) , Dirk Deschrijver (UGent) , Jono Vanhie-Van Gerwen (UGent) , Tom Dhaene (UGent) and Ingrid Moerman (UGent)

(2014) 2014 10TH INTERNATIONAL CONFERENCE ON NETWORK AND SERVICE MANAGEMENT (CNSM). p.212-217
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A balanced sequential design strategy for global surrogate modeling

Prashant Singh (UGent) , Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2013) Winter Simulation Conference Proceedings. p.2172-2179
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The SUMO toolbox: a tool for automatic regression modeling and active learning

Ivo Couckuyt (UGent) , Dirk Gorissen (UGent) , Karel Crombecq (UGent) , Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2013) Africon. p.1-4
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Macromodeling of high-speed interconnects by positive interpolation of vertical segments

Oliver Salazar Celis, Annie Cuyt, Dirk Deschrijver (UGent) , Dries Vande Ginste (UGent) , Tom Dhaene (UGent) and Luc Knockaert (UGent)

(2013) APPLIED MATHEMATICAL MODELLING. 37(7). p.4874-4882
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Exposure assessment of mobile phone base station radiation in an outdoor environment using sequential surrogate modeling

Sam Aerts (UGent) , Dirk Deschrijver (UGent) , Wout Joseph (UGent) , Leen Verloock (UGent) , Francis Goeminne (UGent) , Luc Martens (UGent) and Tom Dhaene (UGent)

(2013) BIOELECTROMAGNETICS. 34(4). p.300-311
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A cognitive accountability mechanism for penalizing misbehaving ECN-based TCP stacks

Steven Latré (UGent) , Wim Van de Meerssche (UGent) , Dirk Deschrijver (UGent) , D. Papadimitriou, Tom Dhaene (UGent) and Filip De Turck (UGent)

(2013) INTERNATIONAL JOURNAL OF NETWORK MANAGEMENT. 23(1). p.16-40
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A barycentric vector fitting algorithm for efficient macromodeling of linear multiport systems

Dirk Deschrijver (UGent) , Luc Knockaert (UGent) and Tom Dhaene (UGent)

(2013) IEEE MICROWAVE AND WIRELESS COMPONENTS LETTERS. 23(2). p.60-62
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Extracting analytical nonlinear models from analog circuits by recursive vector fitting of transfer function trajectories

Dimitri De Jonghe, Dirk Deschrijver (UGent) , Tom Dhaene (UGent) and Georges Gielen

(2013) DESIGN, AUTOMATION & TEST IN EUROPE. In Design Automation and Test in Europe Conference and Exhibition p.1448-1453
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Accurate hotspot localization by sampling the near-field pattern of electronic devices

Prashant Singh (UGent) , Dirk Deschrijver (UGent) , Davy Pissoort and Tom Dhaene (UGent)

(2013) IEEE TRANSACTIONS ON ELECTROMAGNETIC COMPATIBILITY. 55(6). p.1365-1368
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Constructing a no-reference H.264/AVC bitstream-based video quality metric using genetic programming-based symbolic regression

Nicolas Staelens (UGent) , Dirk Deschrijver (UGent) , E Vladislavleva, Brecht Vermeulen (UGent) , Tom Dhaene (UGent) and Piet Demeester (UGent)

(2013) IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY. 23(8). p.1322-1333
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- Miscellaneous
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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 Aerts (UGent) , Dirk Deschrijver (UGent) , Wout Joseph (UGent) , Leen Verloock (UGent) , Tom Dhaene (UGent) and Luc Martens (UGent)

(2013) BIOELECTROMAGNETICS. 34(7). p.570-570
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Model order reduction of parameterized state-space systems with sequential sampling

Elizabeth Rita Samuel (UGent) , Krishnan Chemmangat Manakkal Cheriya (UGent) , Dirk Deschrijver (UGent) , Luc Knockaert (UGent) and Tom Dhaene (UGent)

(2013) The International Symposium on Electromagnetic Compatibility, Proceedings. p.342-347
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Optimized sequential sampling algorithm for EMI near-field scanning

T Dorné, F Vanhee, T Grenson, D Pissoort, Dirk Deschrijver (UGent) , Ivo Couckuyt (UGent) and Tom Dhaene (UGent)

(2013) The International Symposium on Electromagnetic Compatibility, Proceedings. p.358-388
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Assessment of outdoor radiofrequency electromagnetic field exposure through hotspot localization using kriging-based sequential sampling

Sam Aerts (UGent) , Dirk Deschrijver (UGent) , Leen Verloock (UGent) , Tom Dhaene (UGent) , Luc Martens (UGent) and Wout Joseph (UGent)

(2013) ENVIRONMENTAL RESEARCH. 126. p.184-191
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Sequential RF-EMF exposure modeling and hotspot localization

Sam Aerts (UGent) , Dirk Deschrijver (UGent) , Leen Verloock (UGent) , Tom Dhaene (UGent) , Luc Martens (UGent) and Wout Joseph (UGent)

(2013) Joint Meeting of the Bioelectromagnetics Society and the European BioElectromagnetics Association. p.81-83
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Sequential measurement method to construct RF-EMF exposure maps

Sam Aerts (UGent) , Dirk Deschrijver (UGent) , Luc Martens (UGent) , Tom Dhaene (UGent) and Wout Joseph (UGent)

(2013) Environment and health : bridging South, North, East and West. p.845-845
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Efficient measurement procedure for hotspot detection in near-field pattern of electronic devices

Prashant Singh (UGent) , Dirk Deschrijver (UGent) , Davy Pissoort and Tom Dhaene (UGent)

(2013) BESTCOM Meeting, Abstracts.
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Adaptive classification algorithm for EMC-compliance testing of electronic devices

Prashant Singh (UGent) , Dirk Deschrijver (UGent) , D. Pissoort and Tom Dhaene (UGent)

(2013) ELECTRONICS LETTERS. 49(24). p.1526-1527
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Identification of quasi-optimal regions in the design space using surrogate modeling

Ivo Couckuyt (UGent) , Jef Aernouts, Dirk Deschrijver (UGent) , Filip De Turck (UGent) and Tom Dhaene (UGent)

(2013) ENGINEERING WITH COMPUTERS. 29(2). p.127-138
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Broadband rational modeling using Barycentric vector fitting

Dirk Deschrijver (UGent) , Luc Knockaert (UGent) and Tom Dhaene (UGent)

(2013) 17e IEEE Workshop on Signal and Power Integrity, Abstracts. p.87-88
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Fast optimization of microwave filters using surrogate-based optimization methods

Krishnan Chemmangat Manakkal Cheriya (UGent) , Dirk Deschrijver (UGent) , Ivo Couckuyt (UGent) , Tom Dhaene (UGent) and Luc Knockaert (UGent)

(2012) 2012 International conference on electromagnetics in advanced applications (ICEAA). p.212-215
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Analysis of common-mode noise on on-chip differential lines through stochastic modeling of parameter variability

Dries Vande Ginste (UGent) , Daniël De Zutter (UGent) , Dirk Deschrijver (UGent) , Tom Dhaene (UGent) , Paolo Manfredi and Flavio Canavero

(2012) IEEE International Symposium on Electromagnetic Compatibility. p.144-149
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Towards efficient multiobjective optimization: multiobjective statistical criterions

Ivo Couckuyt (UGent) , Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2012) IEEE Congress on Evolutionary Computation.
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A new methodology for RF-EMF exposure assessment based on sequential surrogate modeling

Sam Aerts (UGent) , Dirk Deschrijver (UGent) , Wout Joseph (UGent) , Leen Verloock (UGent) , Francis Goeminne (UGent) , Luc Martens (UGent) and Tom Dhaene (UGent)

(2012) 7th International Workshop on Non Ionizing Radiation, Abstracts.
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Surrogate modeling of base station exposure

Sam Aerts (UGent) , Dirk Deschrijver (UGent) , Wout Joseph (UGent) , Leen Verloock (UGent) , Francis Goeminne (UGent) , Luc Martens (UGent) and Tom Dhaene (UGent)

(2012) 34th Annual Meeting of the Bioelectromagnetics Society, Abstracts. p.11-12
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Automated near-field scanning algorithm for the EMC analysis of electronic devices

Dirk Deschrijver (UGent) , Filip Vanhee, Davy Pissoort and Tom Dhaene (UGent)

(2012) IEEE TRANSACTIONS ON ELECTROMAGNETIC COMPATIBILITY. 54(3). p.502-510
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Stochastic modeling-based variability analysis of on-chip interconnects

Dries Vande Ginste (UGent) , Daniël De Zutter (UGent) , Dirk Deschrijver (UGent) , Tom Dhaene (UGent) , Paolo Manfredi and Flavio Canavero

(2012) IEEE TRANSACTIONS ON COMPONENTS PACKAGING AND MANUFACTURING TECHNOLOGY. 2(7). p.1182-1192
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Fully parameterized macromodeling of S-parameter data by interpolation of numerator & denominator

Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2012) IEEE MICROWAVE AND WIRELESS COMPONENTS LETTERS. 22(6). p.309-311
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Surrogate modelling of base station exposure

Sam Aerts (UGent) , Dirk Deschrijver (UGent) , Wout Joseph (UGent) , Leen Verloock (UGent) , Francis Goeminne (UGent) , Luc Martens (UGent) and Tom Dhaene (UGent)

(2012) 34th Annual Meeting of the Bioelectromagnetics Society, Proceedings. p.11-14
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Practical implementation of a sequential sampling algorithm for EMI near-field scanning

Bram Van der Streek, Filip Vanhee, Bart Boesman, Davy Pissoort, Dirk Deschrijver (UGent) , Ivo Couckuyt (UGent) and Tom Dhaene (UGent)

(2012) The International Symposium on Electromagnetic Compatibility, Proceedings. p.1-5
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Parameterized surrogate models of broadband passive electronic components

Tom Dhaene (UGent) and Dirk Deschrijver (UGent)

(2012) 5th European Conference on the Use of Modern Information and Communication Technologies, Proceedings. p.1-5
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- PhD Thesis
Efficient parametric macromodeling of passive microwave structures and microwave components

Dirk Deschrijver (UGent)

(2012)
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Accurate macromodeling algorithm for time domain identification of transient port responses

Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2012) INTERNATIONAL JOURNAL OF NUMERICAL MODELLING-ELECTRONIC NETWORKS DEVICES AND FIELDS. 25(1). p.24-38
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Rational modeling algorithm for passive microwave structures and systems

Dirk Deschrijver (UGent) , Tom Dhaene (UGent) , Olivier Salazar Celis and Annie Cuyt

(2012) Progress in industrial mathematics at ECMI 2010. In Mathematics in industry : The European Consortium for Mathematics in Industry 17 (1). p.37-43
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Frequency and time domain variability analysis of an on-chip inverted embedded microstrip line using a macromodeling-based stochastic galerkin method

Dries Vande Ginste (UGent) , Daniël De Zutter (UGent) , Dirk Deschrijver (UGent) , Tom Dhaene (UGent) , Paolo Manfredi and Flavio Canavero

(2012) IEEE 16th Workshop on Signal and Power Integrity, Proceedings. p.85-88
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A software framework for automated behavioral modeling of electronic devices

Dirk Gorissen (UGent) , Dirk Deschrijver (UGent) , Tom Dhaene (UGent) and Daniël De Zutter (UGent)

(2012) IEEE MICROWAVE MAGAZINE. 13(6). p.102-118
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Macromodeling based variability analysis of an inverted embedded microstrip line

Dries Vande Ginste (UGent) , Daniël De Zutter (UGent) , Dirk Deschrijver (UGent) , Tom Dhaene (UGent) and Flavio Canavero

(2011) IEEE Conference on Electrical Performance of Electronic Packaging and Systems-EPEPS. p.153-156
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Broadband passive RLGC(f) modeling for on-chip interconnect design

Dries Vande Ginste (UGent) , Dirk Deschrijver (UGent) , Thomas Demeester (UGent) , Tom Dhaene (UGent) and Daniël De Zutter (UGent)

(2011) Proceedings of the 2011 international conference on electromagnetics in advanced applications and IEEE-APS topical conference on antennas and propagation in wireless communications (ICEAA 2011). p.1372-1375
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Sequential sampling strategy for the modeling of parameterized microwave and RF components

Dirk Deschrijver (UGent) , Karel Crombecq (UGent) , Huu Minh Nguyen and Tom Dhaene (UGent)

(2011) IEEE Conference on Electrical Performance of Electronic Packaging and Systems-EPEPS. p.45-48
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Automated file-based quality control : a machine learning approach

Matthias De Geyter, Nick Vercammen (UGent) , Dirk Deschrijver (UGent) , Tom Dhaene (UGent) , Piet Demeester (UGent) and Brecht Vermeulen (UGent)

(2011) The 2011 Annual Technical Conference & Exhibition.
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Data-driven parameterized model order reduction using z-domain multivariate orthonormal vector fitting technique

Francesco Ferranti (UGent) , Dirk Deschrijver (UGent) , Luc Knockaert (UGent) and Tom Dhaene (UGent)

(2011) Lecture Notes in Electrical Engineering. 74. p.141-148
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Adaptive sampling algorithm for macromodeling of parameterized S-parameter responses

Dirk Deschrijver (UGent) , Karel Crombecq, Huu Minh Nguyen and Tom Dhaene (UGent)

(2011) IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES. 59(1). p.39-45
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An algorithm for direct identification of passive transfer matrices with positive real fractions via convex programming

L De Tommasi, M de Magistris, Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2011) INTERNATIONAL JOURNAL OF NUMERICAL MODELLING-ELECTRONIC NETWORKS DEVICES AND FIELDS. 24(4). p.375-386
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A novel hybrid sequential design strategy for global surrogate modeling of computer experiments

Karel Crombecq (UGent) , Dirk Gorissen (UGent) , Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2011) SIAM JOURNAL ON SCIENTIFIC COMPUTING. 33(4). p.1948-1974
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Microwave small-signal modelling of FinFETs using multi-parameter rational fitting method

Dirk Deschrijver (UGent) , G Avolio, D Schreurs, Tom Dhaene (UGent) , G Crupi and Luc Knockaert (UGent)

(2011) ELECTRONICS LETTERS. 47(19). p.1084-1085
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Robust macromodeling of frequency responses with outliers

Dirk Deschrijver (UGent) , Luc Knockaert (UGent) and Tom Dhaene (UGent)

(2011) 15th IEEE workshop on signal propagation on interconnects (SPI). p.21-24
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Rational fitting of S-parameter frequency samples with maximum absolute error control

Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2010) IEEE MICROWAVE AND WIRELESS COMPONENTS LETTERS. 20(5). p.247-249
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On the application of dimensional analysis to parametric macromodeling

Dirk Deschrijver (UGent) , Adam Narbudowicz (UGent) , Eric Laermans (UGent) and Tom Dhaene (UGent)

(2010) IEEE MICROWAVE AND WIRELESS COMPONENTS LETTERS. 20(4). p.190-192
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Transfer function identification from phase response data

Luciano De Tommasi, Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2010) AEU-INTERNATIONAL JOURNAL OF ELECTRONICS AND COMMUNICATIONS. 64(3). p.218-223
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DC-preserving passivity enforcement for S-parameter based macromodels

Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2010) IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES. 58(4). p.923-928
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Digital filters for accurately verifying the performance of hearing protectors in use

Annelies Bockstael (UGent) , Dirk Deschrijver (UGent) , Dick Botteldooren (UGent) , Tom Dhaene (UGent) and Bart Vinck (UGent)

(2010) ACTA ACUSTICA UNITED WITH ACUSTICA. 96(1). p.168-178
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Improving robustness of vector fitting to outliers in data

Dirk Deschrijver (UGent) , Luc Knockaert (UGent) and Tom Dhaene (UGent)

(2010) ELECTRONICS LETTERS. 46(17). p.1200-1201
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Fast passivity enforcement of S-parameter based macromodels

Dirk Deschrijver (UGent) , Tom Dhaene (UGent) , Luc Knockaert (UGent) and Annie Cuyt

(2010) Program and book of abstracts : 16th European conference on mathematics for industry. p.69-69
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Numerical validation of a procedure for direct identification of passive linear multiport with convex programming

Andrea G Chiariello, Massimiliano de Magistris, Luciano De Tommasi, Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2010) 2010 IEEE 14th Workshop on Signal Propagation on Interconnects (SPI 2010). p.141-144
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Symbolic macromodeling of parameterized S-parameter frequency responses

Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2010) 2010 IEEE 19th Conference on Electrical Performance of Electronic Packaging and Systems (EPEPS 2010). p.109-112
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On the construction of guaranteed passive macromodels for high-speed channels

Alessandro Chinea, Stefano Grivet-Talocia, Dirk Deschrijver (UGent) , Tom Dhaene (UGent) and Luc Knockaert (UGent)

(2010) 2010 DESIGN, AUTOMATION & TEST IN EUROPE (DATE 2010). In Design Automation and Test in Europe Conference and Exhibition p.1142-1147
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Adaptive time-domain macromodeling algorithm for fast termination of FDTD simulations

Dirk Deschrijver (UGent) , Davy Pissoort and Tom Dhaene (UGent)

(2010) 2010 IEEE 14th Workshop on Signal Propagation on Interconnects (SPI 2010). p.131-132
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Fast algorithm for broadband macromodeling of high-order frequency responses

Dirk Deschrijver (UGent) , Bjorn Gustavsen and Tom Dhaene (UGent)

(2010) IEEE Mediterranean Electrotechnical Conference MELECON. p.359-362
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Accurate passivity enforcement algorithm for broadband S-parameter macromodels

Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2009) IEEE Africon. p.198-202
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Fast passivity enforcement technique for common-pole S-Parameter multiport systems

Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2009) 2009 IEEE workshop on Signal Propagation on Interconnects. p.91-92
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Efficient power bus modeling based on an adaptive frequency sampling technique

Giulio Antonini, Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2009) INTERNATIONAL JOURNAL OF NUMERICAL MODELLING-ELECTRONIC NETWORKS DEVICES AND FIELDS. 22(1). p.57-76
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Efficient algorithm for passivity enforcement of S-parameter based macromodels

Tom Dhaene (UGent) and Dirk Deschrijver (UGent)

(2009) IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES. 57(2). p.415-420
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Stable parametric macromodeling using a recursive implementation of the vector fitting algorithm

Tom Dhaene (UGent) and Dirk Deschrijver (UGent)

(2009) IEEE MICROWAVE AND WIRELESS COMPONENTS LETTERS. 19(2). p.59-61
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Fast passivity enforcement of S-parameter macromodels by pole perturbation

Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2009) IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES. 57(3). p.620-626
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Fast broadband modeling of frequency-domain responses by piecewise interpolation

Dirk Deschrijver (UGent) , Bjorn Gustavsen and Tom Dhaene (UGent)

(2009) ELECTRIC POWER SYSTEMS RESEARCH. 79(11). p.1574-1578
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Causality preserving passivity enforcement for traveling-wave-type transmission-line models

Dirk Deschrijver (UGent) , Bjorn Gustavsen and Tom Dhaene (UGent)

(2009) IEEE TRANSACTIONS ON POWER DELIVERY. 24(4). p.2461-2462
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Magnitude vector fitting to interval data

Wouter Hendrickx, Dirk Deschrijver (UGent) , Luc Knockaert (UGent) and Tom Dhaene (UGent)

(2009) MATHEMATICS AND COMPUTERS IN SIMULATION. 80(3). p.572-580
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Adaptive stopping criterion for fast time domain characterization of microwave components

Dirk Deschrijver (UGent) , Davy Pissoort and Tom Dhaene (UGent)

(2009) IEEE MICROWAVE AND WIRELESS COMPONENTS LETTERS. 19(12). p.765-767
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Hybrid algorithm for compact and stable macromodelling of parameterised frequency responses

Francesco Ferranti (UGent) , Dirk Deschrijver (UGent) , Luc Knockaert (UGent) and Tom Dhaene (UGent)

(2009) ELECTRONICS LETTERS. 45(10). p.493-495
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Modified half-size test matrix for robust passivity assessment of S-parameter macromodels

Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2009) IEEE MICROWAVE AND WIRELESS COMPONENTS LETTERS. 19(5). p.263-265
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Single-input-single-output passive macromodeling via Positive Fractions Vector Fitting

Luciano De Tommasi, Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2008) 2008 IEEE WORKSHOP ON SIGNAL PROPAGATION ON INTERCONNECTS. p.183-184
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Broadband rational macromodeling based on the adaptive frequency sampling algorithm and the partial element equivalent circuit method

G ANTONINI, Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2008) IEEE TRANSACTIONS ON ELECTROMAGNETIC COMPATIBILITY. 50(1). p.128-137
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Parametric macromodeling of time domain responses

Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2008) 2008 IEEE WORKSHOP ON SIGNAL PROPAGATION ON INTERCONNECTS. p.185-186
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Robust parametric macromodeling using multivariate orthonormal vector fitting

Dirk Deschrijver (UGent) , Tom Dhaene (UGent) and Daniël De Zutter (UGent)

(2008) IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES. 56(7). p.1661-1667
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Validation of positive fraction vector fitting algorithm in the identification of passive immittances

L DE TOMMASI, M DE MAGISTRIS, Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2008) Proceedings of OIME2008, the 10th International Workshop on Optimization and Inverse Problems in Electromagnetism. p.58-59
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Macromodeling of multiport systems using a fast implementation of the vector fitting method

Dirk Deschrijver (UGent) , Michal Mrozowski, Tom Dhaene (UGent) and Daniël De Zutter (UGent)

(2008) IEEE MICROWAVE AND WIRELESS COMPONENTS LETTERS. 18(6). p.383-385
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Data-driven model order reduction using orthonormal vector fitting

Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2008) Model Order Reduction: Theory, Research Aspects and Applications. p.341-359
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Fast parametric macromodeling of frequency responses using parameter derivatives

Francesco Ferranti (UGent) , Dirk Deschrijver (UGent) , Luc Knockaert (UGent) and Tom Dhaene (UGent)

(2008) IEEE MICROWAVE AND WIRELESS COMPONENTS LETTERS. 18(12). p.761-763
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Stability and passivity enforcement of parametric macromodels in time and frequency domain

Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2008) IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES. 56(11). p.2435-2441
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Causal and stable reduced order model for linear high-frequency systems

Marissa Condon, Georgi Grahovski and Dirk Deschrijver (UGent)

(2008) ELECTRONICS LETTERS. 44(14). p.843-U164
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Data-driven parametrized model order reduction using multivariate orthonormal vector fitting technique

Francesco Ferranti (UGent) , Dirk Deschrijver (UGent) , Luc Knockaert (UGent) and Tom Dhaene (UGent)

(2008) Model Reduction for Circuit Simulation, Book of abstracts.
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Computer code for fast macromodeling of large multiport systems

Dirk Deschrijver (UGent) , Bjorn Gustavsen and Tom Dhaene (UGent)

(2008) 2008 IEEE-EPEP ELECTRICAL PERFORMANCE OF ELECTRONIC PACKAGING. p.299-302
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Robust identification of transient port responses using time domain orthonormal vector fitting

Dirk Deschrijver (UGent) , B. Haegeman and Tom Dhaene (UGent)

(2007) IFAC PROCEEDINGS VOLUMES. 40(20). p.584-589
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Experimental analysis on the relaxation of macromodeling methods

Dirk Deschrijver (UGent) , Marlize Schoeman, Tom Dhaene (UGent) and Petrie Meyer

(2007) IEEE Africon. p.670-673

The role of trustworthy and reliable AI for multiple sclerosis

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

Interpretable machine learning models for COPD ease of breathing estimation

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

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

Augmentation-free longitudinal modeling through structuring whitened embeddings

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

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

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

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

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

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

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

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

Modeling S-parameters of interconnects using periodic Gaussian process kernels

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

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

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

Transfer learning for anomaly detection using bearings' vibration signals

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

Modeling electrically long interconnects using physics-informed delayed gaussian processes

Bayesian optimization for microwave devices using deep GP spectral surrogate models

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

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

Bayesian active learning for radiation pattern sampling over cylindrical surfaces

S-parameter modeling and optimization using deep Gaussian processes

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

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

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

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

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

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

Anomaly detection and event mining in cold forming manufacturing processes

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

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

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

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

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

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

Statistical modeling of frequency responses using linear Bayesian vector fitting

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

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

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

Evaluation of generative modeling techniques for frequency responses

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

Adaptive frequency sampling using linear Bayesian vector fitting

Bayesian cylindrical data modeling using Abe-Ley mixtures

Machine learning based error detection in transient susceptibility tests

Generation of stochastic interconnect responses via gaussian process latent variable models

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

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

Transferability of deep learning based sleep apnea detection models

Bayesian optimization of MRI k-Space trajectories

ALBATROS : adaptive line-based sampling trajectories for sequential measurements

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

Interpretable ECG beat embedding using disentangled variational auto-encoders

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

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

Disentangled variational auto-encoders for explaining ECG beat embeddings

Continuous exploitative measurement trajectories using Bayesian optimisation

Efficient time-domain modeling and simulation of passive bandpass systems

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

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

A Bayesian approach to adaptive frequency sampling

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

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

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

VI-based appliance classification using aggregated power consumption data

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

Learning Multivariate Shapelets with Multi-Layer Neural Networks

Appliance classification using VI trajectories and convolutional neural networks

Autoencoding density-based anomaly detection for signal integrity applications

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

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

Surrogate modeling based cognitive decision engine for optimization of WLAN performance

Comprehensive feature selection for appliance classification in NILM

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

Automated classification of appliances using elliptical fourier descriptors

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

Constrained multi-objective antenna design optimization using surrogates