A practical guide to multi-objective reinforcement learning and planning
Hayes, Conor F., Rădulescu, Roxana, Bargiacchi, Eugenio, Källström, Johan, Macfarlane, Matthew, Reymond, Mathieu, Verstraeten, Timothy, Zintgraf, Luisa M., Dazeley, Richard, Heintz, Fredrik, Howley, Enda, Irissappane, Athirai A., Mannion, Patrick, Nowé, Ann, Ramos, Gabriel, Restelli, Marcello, Vamplew, Peter, Roijers, Diederik M.
Published in Autonomous agents and multi-agent systems (01.04.2022)
Published in Autonomous agents and multi-agent systems (01.04.2022)
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Journal Article
A deep boosted transfer learning method for wind turbine gearbox fault detection
Jamil, Faras, Verstraeten, Timothy, Nowé, Ann, Peeters, Cédric, Helsen, Jan
Published in Renewable energy (01.09.2022)
Published in Renewable energy (01.09.2022)
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Journal Article
Fatigue crack detection in planetary gears: Insights from the HUMS2023 data challenge
Peeters, Cédric, Wang, Wenyi, Blunt, David, Verstraeten, Timothy, Helsen, Jan
Published in Mechanical systems and signal processing (15.04.2024)
Published in Mechanical systems and signal processing (15.04.2024)
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Journal Article
Fleetwide data-enabled reliability improvement of wind turbines
Verstraeten, Timothy, Nowé, Ann, Keller, Jonathan, Guo, Yi, Sheng, Shuangwen, Helsen, Jan
Published in Renewable & sustainable energy reviews (01.07.2019)
Published in Renewable & sustainable energy reviews (01.07.2019)
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Journal Article
Fleet-based early fault detection of wind turbine gearboxes using physics-informed deep learning based on cyclic spectral coherence
Perez-Sanjines, Fabian, Peeters, Cédric, Verstraeten, Timothy, Antoni, Jérôme, Nowé, Ann, Helsen, Jan
Published in Mechanical systems and signal processing (15.02.2023)
Published in Mechanical systems and signal processing (15.02.2023)
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Journal Article
Turbine-Level Possible Power Prediction using Farm-Wide Spatial Information through Similarity-Based Multivariate Gaussians
Ávila, Francisco Jara, Daenens, Simon, Vervlimmeren, Ivo, Verstraeten, Timothy, Helsen, Jan
Published in Journal of physics. Conference series (01.06.2024)
Published in Journal of physics. Conference series (01.06.2024)
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Journal Article
Pattern mining based data fusion for wind turbine condition monitoring
Chesterman, Xavier, Verstraeten, Timothy, Daems, Pieter-Jan, Nowé, Ann, Helsen, Jan
Published in Journal of physics. Conference series (01.05.2023)
Published in Journal of physics. Conference series (01.05.2023)
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Journal Article
Opponent learning awareness and modelling in multi-objective normal form games
Rădulescu, Roxana, Verstraeten, Timothy, Zhang, Yijie, Mannion, Patrick, Roijers, Diederik M., Nowé, Ann
Published in Neural computing & applications (01.02.2022)
Published in Neural computing & applications (01.02.2022)
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Journal Article
Multi-Agent Thompson Sampling for Bandit Applications with Sparse Neighbourhood Structures
Verstraeten, Timothy, Bargiacchi, Eugenio, Libin, Pieter J K, Helsen, Jan, Roijers, Diederik M, Nowé, Ann
Published in Scientific reports (21.04.2020)
Published in Scientific reports (21.04.2020)
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Journal Article
Wind turbine drivetrains: state-of-the-art technologies and future development trends
Nejad, Amir R, Keller, Jonathan, Guo, Yi, Sheng, Shawn, Polinder, Henk, Watson, Simon, Dong, Jianning, Qin, Zian, Ebrahimi, Amir, Schelenz, Ralf, Francisco Gutiérrez Guzmán, Cornel, Daniel, Golafshan, Reza, Jacobs, Georg, Blockmans, Bart, Bosmans, Jelle, Pluymers, Bert, Carroll, James, Koukoura, Sofia, Hart, Edward, McDonald, Alasdair, Natarajan, Anand, Torsvik, Jone, Moghadam, Farid K, Daems, Pieter-Jan, Verstraeten, Timothy, Peeters, Cédric, Helsen, Jan
Published in Wind Energy Science (21.02.2022)
Published in Wind Energy Science (21.02.2022)
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Journal Article
Overview of normal behavior modeling approaches for SCADA-based wind turbine condition monitoring demonstrated on data from operational wind farms
Chesterman, Xavier, Verstraeten, Timothy, Daems, Pieter-Jan, Nowé, Ann, Helsen, Jan
Published in Wind Energy Science (05.06.2023)
Published in Wind Energy Science (05.06.2023)
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Journal Article
Effects of wake on gearbox design load cases identified from fleet-wide operational data
Daems, Pieter-Jan, Verstraeten, Timothy, Peeters, Cédric, Helsen, Jan
Published in Forschung im Ingenieurwesen (01.06.2021)
Published in Forschung im Ingenieurwesen (01.06.2021)
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