Researcher
Jan Helsen
- Keywords:Mechanical engineering
- Disciplines:Wind energy
Affiliations
- Acoustics & Vibration Research Group (Research group)
Member
From1 Oct 2017 → Today - Engineering Technology (Department)
Member
From1 Oct 2022 → Today - Engineering Technology (Department)
Member
From8 Apr 2019 → 30 Sep 2022 - Engineering Technology (Department)
Member
From1 Oct 2017 → 20 Oct 2022 - Applied Mechanics (Department)
Member
From1 Nov 2014 → 23 Jul 2015 - Applied Mechanics (Department)
Member
From1 Mar 2014 → 30 Sep 2017
Projects
1 - 10 of 15
- Cloud4Wake - Data enriched simulation of wakes for all wind turbines in the North Sea nudged by SCADA data and other field data deployed on cloudFrom1 Apr 2023 → TodayFunding: VLAIO - Blue Cluster - cSBO
- VALM&M - Industrial Valorisation of Enhanced Modelling and Monitoring Strategies for Key Technologies.From1 Jan 2023 → TodayFunding: IOF - technology validation in real environment, IOF - mandates
- Fault detection and degradation trending using hybrid intelligence techniques and multi-source transfer learningFrom1 Nov 2022 → TodayFunding: FWO fellowships
- Reinforced (Model) Based Control of Wind Turbines and Wind Farms.From1 Nov 2022 → TodayFunding: FWO fellowships
- SRP-Onderzoekszwaartepunt: Enhanced Modelling and Monitoring Strategies for Key TechnologiesFrom1 Oct 2022 → TodayFunding: BOF - projects
- Backup mandate Research Council: Multi-Machine Fault Detection for Wind Turbines using Deep Transfer Learning.From1 Nov 2021 → 31 Oct 2022Funding: BOF - doctoral mandates
- POSEIDON: Providing Off ShorE wInd DigitalisatioNFrom1 Oct 2021 → TodayFunding: Other federal scientific institutions
- ICON project: RAINBOWFrom4 Jan 2021 → TodayFunding: VLAIO - Blue Cluster - ICON
- cSBO project SEAFD : Realistic CFD wind load computations for offshore wind turbinesFrom1 Apr 2020 → TodayFunding: VLAIO - SIM - cSBO
- ICON project Supersized 4.0From1 Jan 2020 → 31 Dec 2023Funding: VLAIO - Blue Cluster - ICON
Publications
1 - 10 of 64
- Fatigue crack detection in planetary gears: Insights from the HUMS2023 data challenge(2024)
Authors: Cédric Peeters, Wenyi Wang, David Blunt, Timothy Verstraeten, Jan Helsen
Pages: 1-26 - Early Fault Detection Using Deep Learning on Compressed Cyclic Spectral Coherence Maps(2023)Series: Proceedings of the ASME Turbo ExpoVolume: 14
Authors: Fabian Ramiro Perez Sanjines, Cédric Peeters, Timothy Verstraeten, Ivo Vervlimmeren, Ann Nowe, Jan Helsen
Number of pages: 9 - Informed sparsity-based blind filtering in the presence of second-order cyclostationary noise(2023)
Authors: Kayacan Kestel, Cédric Peeters, Jérôme Antoni, Quentin Leclère, Francois Girardin, Jan Helsen
- Wind turbine drivetrain fault detection using physics-informed multivariate deep learning(2023)
Authors: Faras Jamil, Cédric Peeters, Timothy Verstraeten, Jan Helsen
Number of pages: 9 - Enhancing the Performance of the Multi-Order Probabilistic Approach in Angular Speed Estimation through Adaptive Window Selection(2023)
Authors: Georgios Eftichios Protopapadakis, Cédric Peeters, Quentin Leclère, Jan Helsen
Number of pages: 11 - Wind Turbine Drivetrain Fault Detection Using Multi-Variate Deep Learning Combined With Signal Processing(2023)Series: Proceedings of the ASME Turbo Expo
Authors: Faras Jamil, Francisco Javier Jara Avila, Konstantinos Vratsinis, Cédric Peeters, Jan Helsen
Number of pages: 7 - Wind Power Prediction using Multi-Task Gaussian Process Regression with Lagged Inputs(2023)Edition: 1Series: Journal of Physics: Conference SeriesVolume: 2505
Authors: Francisco Javier Jara Avila, Timothy Verstraeten, Konstantinos Vratsinis, Ann Nowe, Jan Helsen
Number of pages: 12 - Pattern mining based data fusion for wind turbine condition monitoring(2023)Edition: 1Series: Journal of Physics: Conference SeriesVolume: 2507
Authors: Xavier Chesterman, Timothy Verstraeten, Pieter-Jan Daems, Ann Nowe, Jan Helsen
Number of pages: 13 - Overview of normal behavior modeling approaches for SCADA-based wind turbine condition monitoring demonstrated on data from operational wind farms(2023)
Authors: Xavier Chesterman, Timothy Verstraeten, Pieter-Jan Daems, Ann Nowe, Jan Helsen
Pages: 893–924 - Experimental evaluation of the metal powder particle flow on the melt pool during directed energy deposition(2023)
Authors: Dieter Jens De Baere, Michaël Hinderdael, Zoé Jardon, Jorge Sanchez Medina, Jan Helsen, John Powell