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Data-Driven Min-Max MPC

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Data-Driven Min-Max MPC with Integral Quadratic Constraints

Announce Type: new Abstract: Data-driven control of nonlinear systems with rigorous guarantees is a challenging control problem. Integral quadratic constraints (IQCs) provide a powerful framework for modeling nonlinearities. This paper presents a data-driven min-max model predictive control (MPC) synthesis method for unknown systems subject to (nonlinear) uncertainties using the IQC framework.

arXiv CS 8d ago