Julian Berberich
- Data-Driven Model Predictive Control With Stability and Robustness Guarantees
2020/06/05 by Julian Berberich, Johannes Kohler, Johannes Köhler +4 · 53 citations
Engineering · #Advanced Control Systems Optimization #Fault Detection and Control Systems #Control Systems and Identification
- Provably Robust Verification of Dissipativity Properties from Data
2021/09/28 by Anne Koch, Julian Berberich, Frank Allgower +1 · 10 citations
Engineering · Physics and Astronomy · #Control Systems and Identification #Fault Detection and Control Systems #Model Reduction and Neural Networks
- Combining Prior Knowledge and Data for Robust Controller Design
2022/10/26 by Julian Berberich, Carsten W. Scherer, Frank Allgöwer · 11 citations
Engineering · Physics and Astronomy · #Control Systems and Identification #Fault Detection and Control Systems #Model Reduction and Neural Networks
- Koopman-Based Feedback Design With Stability Guarantees
2024/07/09 by Robin Strässer, Manuel Schaller, Karl Worthmann +2 · 12 citations
Engineering · #Control Systems and Identification #Advanced Control Systems Optimization
- An overview of systems-theoretic guarantees in data-driven model predictive control
2024/06/06 by Julian Berberich, Berberich, Julian, Frank Allgöwer +1 · 10 citations
Engineering · #Advanced Control Systems Optimization #Control Systems and Identification #FOS: Electrical engineering #FOS: Mathematics #Fault Detection and Control Systems #Optimization and Control (math.OC) #Systems and Control (eess.SY) #electronic engineering #information engineering
- Data-driven analysis and controller design for discrete-time systems under aperiodic sampling
2021/01/04 by Stefan Wildhagen, Wildhagen, Stefan, Julian Berberich +5 · 2 citations
Biochemistry, Genetics and Molecular Biology · Engineering · #Gene Regulatory Network Analysis #Control Systems and Identification #Control and Stability of Dynamical Systems
- SafEDMD: A Koopman-based data-driven controller design framework for nonlinear dynamical systems
2024/02/05 by Robin Strässer, Strässer, Robin, Manuel Schaller +7 · 4 citations
Engineering · Computer Science · #Control Systems and Identification #Advanced Control Systems Optimization #Neural Networks and Applications
- A Linear Parameter-Varying Approach to Data Predictive Control
2023/11/13 by Chris Verhoek, Verhoek, Chris, Julian Berberich +7 · 3 citations
Engineering · #Advanced Control Systems Optimization #Control Systems and Identification #FOS: Electrical engineering #Fault Detection and Control Systems #Systems and Control (eess.SY) #electronic engineering #information engineering
- Data-Driven Dissipativity Analysis of Linear Parameter-Varying Systems
2024/06/21 by Chris Verhoek, Julian Berberich, Sofie Haesaert +2 · 3 citations
Physics and Astronomy · Engineering · #Model Reduction and Neural Networks #Fault Detection and Control Systems #Hydraulic and Pneumatic Systems
- An overview of Koopman-based control: From error bounds to closed-loop guarantees
2025/09/02 by Robin Strässer, Karl Worthmann, Strässer, Robin +9 · 6 citations
Computer Science · Engineering · Physics and Astronomy · #Control Systems and Identification #FOS: Electrical engineering #Model Reduction and Neural Networks #Neural Networks and Reservoir Computing #Systems and Control (eess.SY) #electronic engineering #information engineering
- Robustness of optimal quantum annealing protocols
2024/08/13 by Niklas Funcke, Funcke, Niklas, Julian Berberich +1 · 2 citations
Computer Science · #FOS: Electrical engineering #FOS: Mathematics #FOS: Physical sciences #Optimization and Control (math.OC) #Quantum Computing Algorithms and Architecture #Quantum Information and Cryptography #Quantum Physics (quant-ph) #Systems and Control (eess.SY) #electronic engineering #information engineering
- Model predictive quantum control: A modular approach for efficient and robust quantum optimal control
2025/09/05 by Eya Guizani, Julian Berberich, Guizani, Eya +1 · 1 citation
Biochemistry, Genetics and Molecular Biology · Medicine · #Eicosanoids and Hypertension Pharmacology #Spectroscopy Techniques in Biomedical and Chemical Research #Nitric Oxide and Endothelin Effects