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math.OC2026

Time-Varying Perturbations of Contractive Systems With an Application to Safe Stabilization

Andreas Oliveira, Arya Honarpisheh, Mustafa Bozdag +1

Perturbation theory for asymptotically stable systems has received sustained attention, leading to many criteria that preserve stability under uncertainty. A limitation of classica…

math.OC2026

On incremental and semi-global exponential stability of gradient flows satisfying generalized Łojasiewicz inequalities

Andreas Oliveira, Arthur C. B. de Oliveira, Mario Sznaier +1

The Łojasiewicz inequality characterizes objective-value convergence along gradient flows and, in special cases, yields exponential decay of the cost. However, such results do not…

math.OC2025

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…

math.OC2025

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…

math.OC2025

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…