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Researcher
Nicolas Knudde
Profile
Projects
Publications
Activities
Awards & Distinctions
22
Results
2022
Adaptive sampling with automatic stopping for feasible region identification in engineering design
Jixiang Qing
Nicolas Knudde
Federico Garbuglia
Domenico Spina
Ivo Couckuyt
Tom Dhaene
A1
Journal Article
in
ENGINEERING WITH COMPUTERS
2022
2021
Bayesian active learning for multi-objective feasible region identification in microwave devices
Federico Garbuglia
Jixiang Qing
Nicolas Knudde
Domenico Spina
Ivo Couckuyt
Dirk Deschrijver
Tom Dhaene
A1
Journal Article
in
ELECTRONICS LETTERS
2021
2020
A set based design method using bayesian active learning
K. Shintani
T. Sugai
J. Ishizaki
Nicolas Knudde
Ivo Couckuyt
Tom Dhaene
C1
Conference
2020
Batch Bayesian active learning for feasible region identification by local penalization
Jixiang Qing
Nicolas Knudde
Ivo Couckuyt
Tom Dhaene
Kohei Shintani
P1
Conference
2020
Bayesian active learning for electromagnetic structure design
Jixiang Qing
Nicolas Knudde
Ivo Couckuyt
Domenico Spina
Tom Dhaene
P1
Conference
2020
Data-efficient Gaussian process regression for accurate visible light positioning
Nicolas Knudde
Willem Raes
Jorik De Bruycker
Tom Dhaene
Nobby Stevens
A1
Journal Article
in
IEEE COMMUNICATIONS LETTERS
2020
Experimental evaluation of machine learning methods for robust received signal strength-based visible light positioning
Willem Raes
Nicolas Knudde
Jorik De Bruycker
Tom Dhaene
Nobby Stevens
A1
Journal Article
in
SENSORS
2020
Gaussian processes for modelling and optimization of engineering systems
Nicolas Knudde
Tom Dhaene
Ivo Couckuyt
Dissertation
2020
Hierarchical Gaussian process models for improved metamodeling
Nicolas Knudde
Vincent Dutordoir
Joachim van der Herten
Ivo Couckuyt
Tom Dhaene
A1
Journal Article
in
ACM TRANSACTIONS ON MODELING AND COMPUTER SIMULATION
2020
Indoor human activity recognition using high-dimensional sensors and deep neural networks
Baptist Vandersmissen
Nicolas Knudde
Azarakhsh Jalalvand
Ivo Couckuyt
Tom Dhaene
Wesley De Neve
A1
Journal Article
in
NEURAL COMPUTING & APPLICATIONS
2020
Multi-objective Bayesian optimization for engineering simulation
Joachim van der Herten
Nicolas Knudde
Ivo Couckuyt
Tom Dhaene
Bookchapter
in
High-performance simulation-based optimization
2020
Multi-objective optimization of a wing fence on an unmanned aerial vehicle using surrogate-derived gradients
Jolan Wauters
Ivo Couckuyt
Nicolas Knudde
Tom Dhaene
Joris Degroote
A1
Journal Article
in
STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION
2020
2019
Active learning for feasible region discovery
Nicolas Knudde
Ivo Couckuyt
Kohei Shintani
Tom Dhaene
C1
Conference
2019
MFITS : Bayesian active learning with support for continuous fidelity parameters and variable cost
Nicolas Knudde
Ivo Couckuyt
Tom Dhaene
C1
Conference
2019
2018
Data-efficient bayesian optimization with constraints for power amplifier design
Nicolas Knudde
Ivo Couckuyt
Domenico Spina
K. Lukasik
P. Barmuta
D. Schreurs
Tom Dhaene
P1
Conference
2018
Indoor person identification using a low-power FMCW radar
Baptist Vandersmissen
Nicolas Knudde
Azarakhsh Jalalvand
Ivo Couckuyt
Andre Bourdoux
Wesley De Neve
Tom Dhaene
A1
Journal Article
in
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
2018
Structured inference networks using high-dimensional sensors for surveillance purposes
Vincent Polfliet
Nicolas Knudde
Baptist Vandersmissen
Ivo Couckuyt
Tom Dhaene
P1
Conference
2018
2017
Deep Gaussian process metamodeling of sequentially sampled non-stationary response surfaces
Vincent Dutordoir
Nicolas Knudde
Joachim van der Herten
Ivo Couckuyt
Tom Dhaene
P1
Conference
2017
GPflowOpt : a bayesian optimization library using tensorflow
Nicolas Knudde
Joachim van der Herten
Tom Dhaene
Ivo Couckuyt
C1
Conference
2017
Indoor tracking of multiple persons with a 77 GHz MIMO FMCW radar
Nicolas Knudde
Baptist Vandersmissen
K. Parashar
Ivo Couckuyt
Azarakhsh Jalalvand
A Bourdoux
Wesley De Neve
Tom Dhaene
P1
Conference
2017
2016
Air-suspended SU-8 strip waveguides with high refractive index contrast
Aleksandrs Marinins
Nicolas Knudde
Sergei Popov
A1
Journal Article
in
IEEE PHOTONICS TECHNOLOGY LETTERS
2016
Free-standing SU-8 optical waveguides for dense photonic integration
Aleksandrs Marinins
Nicolas Knudde
Sergei Popov
C3
Conference
2016