prof. dr. ir. Sofie Van Hoecke

Faculty of Engineering and Architecture > Department of Electronics and information systems

Work address: Technologiepark Zwijnaarde 122
9052 Zwijnaarde
Email: Sofie.VanHoecke@UGent.be
ORCID iD: 0000-0002-7865-6793
Bio (via ORCID): I graduated from the Engineering Department from the Ghent University in 2003. Following up on my studies in computer science, I achieved a PhD in computer science engineering at the Department of Information Technology at the same university. After being a postdoctoral research engineer at the Department of Information Technology, I started as lecturer ICT and ICT research coordinator at the University College West-Flanders. Since 2013, I joined Ghent University again. Currently, I am associate professor at IDLab, Ghent University-imec and my research focuses on machine learning and hybrid machine learning for predictive maintenance and predictive healthcare.

Show Sort by

Add to list
- Journal Article
- A1
- open access
mBrain : towards the continuous follow-up and headache classification of primary headache disorder patients

Mathias De Brouwer (UGent) , Nicolas Vandenbussche (UGent) , Bram Steenwinckel (UGent) , Marija Stojchevska (UGent) , Jonas Van Der Donckt (UGent) , Vic Degraeve (UGent) , Jasper Vaneessen (UGent) , Filip De Turck (UGent) , Bruno Volckaert (UGent) , Paul Boon (UGent) , et al.

(2022) BMC MEDICAL INFORMATICS AND DECISION MAKING. 22(1).
Add to list
Artificial intelligence in infection management in the ICU

Thomas De Corte (UGent) , Sofie Van Hoecke (UGent) and Jan De Waele (UGent)

(2022) CRITICAL CARE. 26(1).
Add to list
- Journal Article
- A1
- open access
tsflex : flexible time series processing & feature extraction

Jonas Van Der Donckt (UGent) , Jeroen Van Der Donckt (UGent) , Emiel Deprost (UGent) and Sofie Van Hoecke (UGent)

(2022) SOFTWAREX. 17.
Add to list
- Journal Article
- A1
- open access
An incremental grey-box current regression model for anomaly detection of resistance mash seam welding in steel mills

Dieter De Paepe (UGent) , Andy Van Yperen-De Deyne (UGent) , Jana Defever and Sofie Van Hoecke (UGent)

(2022) APPLIED SCIENCES-BASEL. 12(2).
Add to list
- Journal Article
- A1
- open access
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).
Add to list
Prediction of follower jumps in cam-follower mechanisms : the benefit of using physics-inspired features in recurrent neural networks

Wannes De Groote (UGent) , Sofie Van Hoecke (UGent) and Guillaume Crevecoeur (UGent)

(2022) MECHANICAL SYSTEMS AND SIGNAL PROCESSING. 166.
Add to list
- Journal Article
- A1
- open access
Physics-based neural network models for prediction of cam-follower dynamics beyond nominal operations

Wannes De Groote (UGent) , Sofie Van Hoecke (UGent) and Guillaume Crevecoeur (UGent)

(2022) IEEE-ASME TRANSACTIONS ON MECHATRONICS.
Add to list
Neural network augmented physics models for systems with partially unknown dynamics : application to slider-crank mechanism

Wannes De Groote (UGent) , Edward Kikken, Erik Hostens, Sofie Van Hoecke (UGent) and Guillaume Crevecoeur (UGent)

(2022) IEEE-ASME TRANSACTIONS ON MECHATRONICS. 27(1). p.103-114
Add to list
- Journal Article
- A1
- open access
A complete software stack for IoT time-series analysis that combines semantics and machine learning-lessons learned from the dyversify project

Dieter De Paepe (UGent) , Sander Vanden Hautte (UGent) , Bram Steenwinckel (UGent) , Pieter Moens (UGent) , Jasper Vaneessen (UGent) , Steven Vandekerckhove, Bruno Volckaert (UGent) , Femke Ongenae (UGent) and Sofie Van Hoecke (UGent)

(2021) APPLIED SCIENCES-BASEL. 11(24).
Add to list
- Journal Article
- A1
- open access
Event-driven dashboarding and feedback for improved event detection in predictive maintenance applications

Pieter Moens (UGent) , Sander Vanden Hautte (UGent) , Dieter De Paepe (UGent) , Bram Steenwinckel (UGent) , Stijn Verstichel (UGent) , Steven Vandekerckhove, Femke Ongenae (UGent) and Sofie Van Hoecke (UGent)

(2021) APPLIED SCIENCES-BASEL. 11(21).

Academic Bibliography

prof. dr. ir. Sofie Van Hoecke

mBrain : towards the continuous follow-up and headache classification of primary headache disorder patients

Artificial intelligence in infection management in the ICU

tsflex : flexible time series processing & feature extraction

An incremental grey-box current regression model for anomaly detection of resistance mash seam welding in steel mills

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

Prediction of follower jumps in cam-follower mechanisms : the benefit of using physics-inspired features in recurrent neural networks

Physics-based neural network models for prediction of cam-follower dynamics beyond nominal operations

Neural network augmented physics models for systems with partially unknown dynamics : application to slider-crank mechanism

A complete software stack for IoT time-series analysis that combines semantics and machine learning-lessons learned from the dyversify project

Event-driven dashboarding and feedback for improved event detection in predictive maintenance applications

Contents

Support

Contact