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Personal profile
Research profile
Yuhan Liu is a postdoctoral researcher in the Control Systems group of the Department of Electrical Engineering, Eindhoven University of Technology. She is working with Prof. Maarten Schoukens and Prof. Roland Tóth on regularized data-driven model completion. Her current research interests include intelligent autonomous systems, system identification, data-driven modeling and control, and learning-based control.
Education/Academic qualification
Doctor, Harbin Institute of Technology
Award Date: 13 Mar 2022
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Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
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Attitude Takeover Control for Noncooperative Space Targets Based on Gaussian Processes with Online Model Learning
Liu, Y., Wang, P. (Corresponding author), Lee, C.-H. & Tóth, R., 1 Jun 2024, In: IEEE Transactions on Aerospace and Electronic Systems. 60, 3, p. 3050-3066 17 p., 10420444.Research output: Contribution to journal › Article › Academic › peer-review
Open AccessFile4 Citations (Scopus)30 Downloads (Pure) -
Nonlinear Three-Dimensional Guidance for Impact Time and Angle Control with Field-of-View Constraint
Wang, P., Lee, C.-H. (Corresponding author), Liu, Y. & Tahk, M. J., Feb 2024, In: IEEE Transactions on Aerospace and Electronic Systems. 60, 1, p. 264-279 16 p., 10271537.Research output: Contribution to journal › Article › Academic › peer-review
Open AccessFile11 Citations (Scopus)63 Downloads (Pure) -
Physics-Guided State-Space Model Augmentation Using Weighted Regularized Neural Networks
Liu, Y., Tóth, R. & Schoukens, M., 2024, In: IFAC-PapersOnLine. 58, 15, p. 295-300 6 p.Research output: Contribution to journal › Conference article › peer-review
Open AccessFile16 Downloads (Pure) -
Physics-Guided State-Space Neural Networks for Data-Weighted Model Augmentation
Liu, Y., Tóth, R. & Schoukens, M., 26 Mar 2024, p. 126. 1 p.Research output: Contribution to conference › Abstract › Academic
2 Downloads (Pure) -
Weighted Neural Networks Regularization for State-Space Model Augmentation
Liu, Y., Tóth, R. & Schoukens, M., 25 Apr 2024.Research output: Contribution to conference › Abstract › Academic
Open AccessFile110 Downloads (Pure)
Activities
- 2 Invited talk
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Learning for predictive control: A Dual Gaussian Process Approach
Liu, Y. (Speaker)
Sept 2023Activity: Talk or presentation types › Invited talk › Scientific
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Attitude Takeover Control for Noncooperative Space Targets Based on Gaussian Processes with Online Model Learning
Liu, Y. (Speaker)
19 Jan 2023Activity: Talk or presentation types › Invited talk › Scientific