From Data to Sliding Mode Control of Uncertain Large-Scale Networks with Unknown Dynamics

B Samari, GP Incremona, A Ferrara… - arxiv preprint arxiv …, 2025 - arxiv.org
Large-scale interconnected networks, composed of multiple low-dimensional subsystems,
serve as a crucial framework for modeling a wide range of real-world applications. Despite …

Learning k-Inductive Control Barrier Certificates for Unknown Nonlinear Dynamics Beyond Polynomials

B Wooding, A Lavaei - arxiv preprint arxiv:2412.07232, 2024 - arxiv.org
This work is concerned with synthesizing safety controllers for discrete-time nonlinear
systems beyond polynomials with unknown mathematical models using the notion of k …