4 papers
Robust Data-Driven Receding Horizon Control
Jian Zheng, Sahand Kiani, Mario Sznaier +1
This paper presents a data-driven receding horizon control framework for discrete-time linear systems that guarantees robust performance in the presence of bounded disturbances. Un…
Robust Data-Driven Receding-Horizon Control for LQR with Input Constraints
Jian Zheng, Mario Sznaier
This letter presents a robust data-driven receding-horizon control framework for the discrete time linear quadratic regulator (LQR) with input constraints. Unlike existing data-dri…
Convex Data-Driven Contraction With Riemannian Metrics
Andreas Oliveira, Jian Zheng, Mario Sznaier
The growing complexity of dynamical systems and advances in data collection necessitates robust data-driven control strategies without explicit system identification and robust syn…
Data-Driven Superstabilization of Linear Systems under Quantization
Jared Miller, Jian Zheng, Mario Sznaier +1
This paper focuses on the stabilization and regulation of linear systems affected by quantization in state-transition data and actuated input. The observed data are composed of tup…