Personal profile
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
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SDG 3 Good Health and Well-being -
SDG 7 Affordable and Clean Energy
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Dive into the research topics where Sandra Hirche 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
- 1 Finished
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Zweistufiger verteilter Optimierungs- und Regelungsansatz für große vernetzte Systeme
Ulbrich, M. (PI) & Hirche, S. (PI)
1/01/10 → 31/12/15
Project: Research
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Episodic Gaussian Process-Based Learning Control With Vanishing Tracking Errors
Lederer, A., Umlauft, J. & Hirche, S., 2026, In: IEEE Transactions on Automatic Control. 71, 2, p. 962-977 16 p.Research output: Contribution to journal › Article › peer-review
Open Access1 Scopus citations -
Exponentially Stable Projector-Based Control of Lagrangian Systems With Gaussian Processes
Evangelisti, G., Santina, C. D. & Hirche, S., 2026, (Accepted/In press) In: IEEE Transactions on Automatic Control.Research output: Contribution to journal › Article › peer-review
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Information-triggered learning with application to learning-based predictive control
Zheng, K., Shi, D., Hirche, S. & Shi, Y., Mar 2026, In: Automatica. 185, 112746.Research output: Contribution to journal › Article › peer-review
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Lyapunov-Based Inverse Reinforcement Learning of Vehicle-Following Dynamics From Traffic Data
Zhao, X., Liu, D., Baldi, S. & Hirche, S., 2026, (Accepted/In press) In: IEEE Transactions on Intelligent Transportation Systems.Research output: Contribution to journal › Article › peer-review
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Machine Learning based Controller using Gaussian Process Regression in Electric Motors: Interpretability, Safety and Reliability
Yin, Z., Dai, X., Yang, Z., Xiao, D., Menolascina, F., Hirche, S. & Zhao, H., 2026, (Accepted/In press) In: IEEE Journal on Selected Topics in Signal Processing.Research output: Contribution to journal › Article › peer-review