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Petar Bevanda, Max Beier, Shahab Heshmati-Alamdari, Stefan Sosnowski, Sandra Hirche
Towards Data-driven LQR with Koopmanizing Flows
13-18
IFAC-PapersOnLine
6th IFAC Conference on Intelligent Control and Automation Sciences ICONS 2022: Cluj-Napoca, Romania, 13–15 July 2022
2022

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Bevanda, Petar; Driessen, Bas; Iacob, Lucian Cristian; Sosnowski, Stefan; Tóth, Roland; Hirche, Sandra
Nonparametric Control Koopman Operators
The authors’ electronic preprint version of an article submitted to IEEE for publication.
2025

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Das, Neha;Endo, Satoshi;Kavianirad, Hossein;Hirche, Sandra
Framework for Learning a Hand Intent Recognition Model from sEMG for FES-Based control
1320-1327
2024 10th IEEE RAS/EMBS International Conference for Biomedical Robotics and Biomechatronics (BioRob)
IEEE
2024

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Petar Bevanda, Max Beier, Alexandre Capone, Stefan Sosnowski, Sandra Hirche, Armin Lederer
Koopman-Equivariant Gaussian Processes
2024

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H. Kavianirad; F. Missiroli; S. Endo; L. Masia; S. Hirche
Toward Dexterous Hand Functional Movement: Wearable Hybrid Soft Exoglove-FES Study
2024 10th IEEE RAS/EMBS International Conference for Biomedical Robotics and Biomechatronics (BioRob)
2024

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Capone, Alexandre;Brüdigam, Tim;Hirche, Sandra
Online Constraint Tightening in Stochastic Model Predictive Control: A Regression Approach
IEEE Transactions on Automatic Control
2024
1-15

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Tzu-Yuan Huang, Sihua Zhang, Xiaobing Dai, Capone, Alexandre, Todorovski Velimir, Sosnowski Stefan, Sandra Hirche
Learning-based Prescribed-Time Safety for Control of Unknown Systems with Control Barrier Functions
IEEE Control System Letter
2024

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Zhang, Sihua;Zhai, Di-Hua;Lin, Juncheng;Xiong, Yuhan;Xia, Yuanqing;Wei, Minfeng
ESO-Based Safety-Critical Control for Robotic Systems With Unmeasured Velocity and Input Delay
IEEE Transactions on Industrial Electronics
2024

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Zhang, Sihua;Zhai, Di-Hua;Xiong, Yuhan;Xia, Yuanqing
Feasibility-guaranteed safety-critical control with high-order control barrier function method
International Journal of Robust and Nonlinear Control
2024
34
5
3425--3441

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Zhang, Sihua;Zhai, Di-Hua;Dai, Xiaobing;Huang, Tzu-yuan;Xia, Yuanqing;Hirche, Sandra
Learning-based Parameterized Barrier Function for Safety-Critical Control of Unknown Systems
2024 IEEE Conference on Decision and Control (CDC)
2024