Efficient Data-Driven Abstraction of Monotone Systems with Disturbances. - Anas Makdesi; Antoine Girard; Laurent Fribourg (ADHS, 2021)

Data-Driven Abstraction of Monotone Systems. - Anas Makdesi; Antoine Girard; Laurent Fribourg (L4DC, 2021)

Data-driven abstractions for the safe learning of nonlinear systems. (Abstractions basées sur les données pour l'apprentissage sécurisé de systèmes non-linéaires). - Anas Makdesi (2023)

Safe learning-based model predictive control using the compatible models approach. - Anas Makdesi; Antoine Girard; Laurent Fribourg (Eur. J. Control, 2023)

Online Learning for Safe Model Predictive Control with the Compatible Models Approach. - Anas Makdesi; Antoine Girard; Laurent Fribourg (ADHS, 2024)

Data-Driven Models of Monotone Systems. - Anas Makdesi; Antoine Girard; Laurent Fribourg (IEEE Trans. Autom. Control., 2024)