Data-driven abstractions via adaptive refinements and a Kantorovich metric

A Banse, L Romao, A Abate… - 2023 62nd IEEE …, 2023 - ieeexplore.ieee.org
We introduce an adaptive refinement procedure for smart and scalable abstraction of
dynamical systems. Our technique relies on partitioning the state space depending on the …

A Stability-Based Abstraction Framework for Reach-Avoid Control of Stochastic Dynamical Systems with Unknown Noise Distributions

T Badings, L Romao, A Abate, N Jansen - arxiv preprint arxiv:2404.01726, 2024 - arxiv.org
Finite-state abstractions are widely studied for the automated synthesis of correct-by-
construction controllers for stochastic dynamical systems. However, existing abstraction …