Projects per year
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IOF3024: VALM&M - Industrial Valorisation of Enhanced Modelling and Monitoring Strategies for Key Technologies.
Guillaume, P., Devriendt, C., Helsen, J. & De Baere, D. J.
1/01/23 → 31/12/27
Project: Applied
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FWOSB145: Reinforced (Model) Based Control of Wind Turbines and Wind Farms.
Helsen, J. & Schena, L.
1/11/22 → 31/10/26
Project: Fundamental
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FWOSB143: Fault detection and degradation trending using hybrid intelligence techniques and multi-source transfer learning
Helsen, J., Nowe, A. & Jamil, F.
1/11/22 → 31/10/26
Project: Fundamental
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SRP82: SRP-Onderzoekszwaartepunt: Enhanced Modelling and Monitoring Strategies for Key Technologies
Guillaume, P., Helsen, J. & Devriendt, C.
1/10/22 → 30/09/27
Project: Fundamental
Research output
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Fleet-based early fault detection of wind turbine gearboxes using physics-informed deep learning based on cyclic spectral coherence
Perez Sanjines, F. R., Peeters, C., Verstraeten, T., Antoni, J., Nowe, A. & Helsen, J., 15 Feb 2023, In: Mechanical Systems and Signal Processing. 185, 17 p., 109760.Research output: Contribution to journal › Article › peer-review
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A deep boosted transfer learning method for wind turbine gearbox fault detection
Jamil, F., Verstraeten, T., Nowé, A., Peeters, C. & Helsen, J., Sep 2022, In: Renewable Energy. 197, p. 331-341 11 p.Research output: Contribution to journal › Article › peer-review
File4 Citations (Scopus)53 Downloads (Pure) -
BEARING FAULT DETECTION ON WIND TURBINE GEARBOX VIBRATIONS USING GENERALIZED LIKELIHOOD RATIO-BASED INDICATORS
Kestel, K., Peeters, C., Antoni, J., Sheng, S. & Helsen, J., 2022, Proceedings of the ASME 2022 Turbomachinery Technical Conference & Exposition. American Society of Mechanical Engineers(ASME), Vol. 11. p. 1-12 12 p. V011T38A005. (Proceedings of the ASME Turbo Expo; vol. 11).Research output: Chapter in Book/Report/Conference proceeding › Conference paper
1 Citation (Scopus) -
Blind deconvolution based on higher-order cyclostationarity for vibration-based fault detection
Nitti, M., Peeters, C., Kestel, K., Marini, R. & Helsen, J., 15 Jul 2022, Proceeding of ISMA-USD 2022. ISMA 2022, p. 1-11 11 p.Research output: Chapter in Book/Report/Conference proceeding › Conference paper
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Deep ensemble with Neural Networks to model power-curve uncertainty
Perez Sanjines, F. R., Verstraeten, T., Nowe, A. & Helsen, J., 9 Nov 2022, Journal of Physics: Conference Series: EERA DeepWind Offshore Wind R&D Conference 19/01/2022 - 21/01/2022 Trondheim, Norway. 1 ed. IOP Publishing, Vol. 2362. 10 p. 012029. (Journal of Physics: Conference Series).Research output: Chapter in Book/Report/Conference proceeding › Conference paper
Open Access
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14th VKI PhD Symposium
Adithya Vemuri (Participant), Wim Munters (Supervisor), Sophia Buckingham (Supervisor), Jan Helsen (Advisor) & Jeroen van Beeck (Advisor)
10 Mar 2023Activity: Participating in or organising an event › Participation in conference
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Fault detection and degradation trending using hybrid intelligence techniques and multi-source transfer learning
Faras Jamil (Recipient), Jan Helsen (Supervisor), Cédric Peeters (Supervisor), Timothy Verstraeten (Supervisor) & Ann Nowe (Supervisor)
1 Nov 2022 → 31 Oct 2026Activity: Other › Written proposal
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Mesoscale modelling of extreme weather events over Belgian North Sea using WRF-ARW: A multi-event sensitivity analysis
Adithya Vemuri (Speaker), Sophia Buckingham (Contributor), Wim Munters (Contributor), Jan Helsen (Contributor) & Jeroen Van Beeck (Contributor)
25 Feb 2022Activity: Talk or presentation › Talk or presentation at a conference
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Novel hybrid gearbox signal model development for condition monitoring
Kayacan Kestel (Speaker), Cédric Peeters (Contributor), Timothy Verstraeten (Contributor) & Jan Helsen (Contributor)
25 May 2021 → 28 May 2021Activity: Talk or presentation › Talk or presentation at a conference
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Prediction of high impact weather phenomena over the Belgian offshore wind farms: A case study of Storm Ciara
Adithya Vemuri (Speaker), Sophia Buckingham (Contributor), Wim Munters (Contributor), Laurent Delobbe (Contributor), Jan Helsen (Contributor) & Jeroen van Beeck (Contributor)
26 May 2021Activity: Talk or presentation › Talk or presentation at a conference