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Dive into the research topics where Timothy Verstraeten is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
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Collaborations and top research areas from the last five years
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Projects
- 2 Finished
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IOF3002: IOF Gear: Industrial Valorization of Smart Structural Health and Usage Monitoring Strategies for Key Technologies
Guillaume, P., Helsen, J., Devriendt, C., Vanlanduit, S., Devriendt, C., De Baere, D. J., Ertveldt, J. & Verstraeten, T.
1/01/18 → 31/12/23
Project: Applied
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FWOSB27: Robust Fleet-Wide Reinforcement Learning
Nowe, A., Verstraeten, T. & Helsen, J.
1/01/17 → 31/12/20
Project: Fundamental
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Modular deep learning approach for wind farm power forecasting and wake loss prediction
Ally, S., Daems, P-J., Verstraeten, T., Nowe, A. & Helsen, J., 28 Apr 2025, In: Wind Energy Science. 10, 4, p. 779-812 34 p.Research output: Contribution to journal › Article › peer-review
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Optimal day-ahead trading and power control for a hybrid wind-hydrogen plant with multi-agent reinforcement learning
Ally, S., Verstraeten, T., Nowe, A. & Helsen, J., 12 Mar 2025, (Submitted) In: Journal of Physics: Conference Series. 11 p.Research output: Contribution to journal › Conference paper
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Fatigue crack detection in planetary gears: Insights from the HUMS2023 data challenge
Peeters, C., Wang, W., Blunt, D., Verstraeten, T. & Helsen, J., 15 Apr 2024, In: Mechanical Systems and Signal Processing. 212, p. 1-26 26 p., 111292.Research output: Contribution to journal › Article › peer-review
4 Citations (Scopus) -
Hyperparameter tuning framework for calibrating analytical wake models using SCADA data of an offshore wind farm
Binsbergen, D. V., Daems, P-J., Verstraeten, T., Nejad, A. R. & Helsen, J., 12 Jul 2024, In: Wind Energy Science. 9, 7, p. 1507-1526 20 p., 7.Research output: Contribution to journal › Article › peer-review
Open Access1 Citation (Scopus) -
Insights in wind field reconstruction from two nacelles' LiDAR in the same offshore wind farm
Marini, R., Vratsinis, K., Daems, P-J., Verstraeten, T. & Helsen, J., 2024, Journal of Physics: Conference Series. 1 ed. IOP Publishing, Vol. 2875. p. 012014 10 p. (Journal of Physics: Conference Series).Research output: Chapter in Book/Report/Conference proceeding › Conference paper
Open Access
Prizes
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ICTAI Best student paper award
Gomez Marulanda, Felipe (Recipient), Libin, Pieter (Recipient) & Verstraeten, Timothy (Recipient), 7 Nov 2018
Prize: Prize (including medals and awards)
Activities
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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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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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Thompson Sampling for Factored Multi-Agent Bandits
Timothy Verstraeten (Speaker)
9 May 2020 → 13 May 2020Activity: Talk or presentation › Talk or presentation at a conference
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Fleet-Wide Policy Iteration using Gaussian Processes
Timothy Verstraeten (Speaker)
28 Feb 2020Activity: Talk or presentation › Talk or presentation at a workshop/seminar
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Fleet Control using Coregionalized Gaussian Process Policy Iteration
Timothy Verstraeten (Speaker)
29 Aug 2020 → 8 Sept 2020Activity: Talk or presentation › Talk or presentation at a conference
Thesis
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Modeling Exoskeleton-Assisted Human Motion Using Gaussian Processes
Author: Verstraeten, T., Sept 2015Supervisor: Harutyunyan, A. (Advisor) & Nowe, A. (Promotor)
Student thesis: Master's Thesis