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eess.SY2025
Conformal Prediction-Based MPC for Stochastic Linear Systems
Lukas Vogel, Andrea Carron, Eleftherios E. Vlahakis +1
We propose a stochastic model predictive control (MPC) framework for linear systems subject to joint-in-time chance constraints under unknown disturbance distributions. Unlike exis…
eess.SY2025
Conformal Data-driven Control of Stochastic Multi-Agent Systems under Collaborative Signal Temporal Logic Specifications
Eleftherios E. Vlahakis, Lars Lindemann, Dimos V. Dimarogonas
We address control synthesis of stochastic discrete-time linear multi-agent systems under jointly chance-constrained collaborative signal temporal logic specifications in a distrib…
eess.SY2025
Data-Driven Distributionally Robust Control for Interacting Agents under Logical Constraints
Arash Bahari Kordabad, Eleftherios E. Vlahakis, Lars Lindemann +3
In this paper, we propose a distributionally robust control synthesis for an agent with stochastic dynamics that interacts with other agents under uncertainties and constraints exp…