Projecten per jaar
Vingerafdruk
Verdiep u in de onderzoeksgebieden waarop Timothy Verstraeten actief is. Deze onderwerplabels komen uit het werk van deze persoon. Samen vormen ze een unieke vingerafdruk.
- 1 Soortgelijke profielen
Netwerk
Recente externe samenwerking op landen-/regioniveau. Duik in de details door op de stippen te klikken of
Projecten
- 1 Afgelopen
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FWOSB27: Robuuste Vlootsgewijde Reinforcement Learning
Nowe, A., Verstraeten, T. & Helsen, J.
1/01/17 → 31/12/20
Project: Fundamenteel
Onderzoeksoutput
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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, blz. 331-341 11 blz.Onderzoeksoutput: Article › peer review
Bestand4 Citaten (Scopus)36 Downloads (Pure) -
A Practical Guide to Multi-Objective Reinforcement Learning and Planning
Hayes, C. F., Radulescu, R., Bargiacchi, E., Källström, J., Macfarlane, M., Reymond, M., Verstraeten, T., Zintgraf, L., Dazeley, R., Heintz, F., Howley, E., Irissappane, A. A., Mannion, P., Nowe, A., De Oliveira Ramos, G., Restelli, M., Vamplew, P. & Roijers, D. M., 13 apr 2022, In: Autonomous Agents and Multi-Agent Systems. 36, 1, 59 blz., 26.Onderzoeksoutput: Article › peer review
Open AccessBestand16 Citaten (Scopus)49 Downloads (Pure) -
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 redactie IOP Publishing, Vol. 2362. 10 blz. 012029. (Journal of Physics: Conference Series).Onderzoeksoutput: Conference paper
Open Access -
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 blz., 109760.Onderzoeksoutput: Article › peer review
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The detection of generator bearing failures on wind turbines using machine learning based anomaly detection
Chesterman, X., Verstraeten, T., Daems, P-J., Perez Sanjines, F. R., Nowe, A. & Helsen, J., 2 jun 2022, Journal of Physics Conference Series . 3 redactie IOP Publishing, Vol. 2265. 11 blz. (Journal of Physics: Conference Series).Onderzoeksoutput: Conference paper
Open Access1 Citaat (Scopus)
Prijzen
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ICTAI Best student paper award
Gomez Marulanda, Felipe (Recipient), Libin, Pieter (Recipient) & Verstraeten, Timothy (Recipient), 7 nov 2018
Prijs: Prize (including medals and awards)
Activiteiten
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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 okt 2026Activiteit: Written proposal
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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 mei 2021 → 28 mei 2021Activiteit: Talk or presentation at a conference
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Fleet Control using Coregionalized Gaussian Process Policy Iteration
Timothy Verstraeten (Speaker)
29 aug 2020 → 8 sep 2020Activiteit: Talk or presentation at a conference
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Thompson Sampling for Factored Multi-Agent Bandits
Timothy Verstraeten (Speaker)
9 mei 2020 → 13 mei 2020Activiteit: Talk or presentation at a conference
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Fleet-Wide Policy Iteration using Gaussian Processes
Timothy Verstraeten (Speaker)
28 feb 2020Activiteit: Talk or presentation at a workshop/seminar
Scriptie
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Modeling Exoskeleton-Assisted Human Motion Using Gaussian Processes
Auteur: Verstraeten, T., sep 2015Begeleider: Harutyunyan, A. (Advisor) & Nowe, A. (Promotor)
Scriptie/Masterproef: Master's Thesis