Search Results for author: Daniele Ahmed

Found 3 papers, 0 papers with code

Automated and Sound Synthesis of Lyapunov Functions with SMT Solvers

no code implementations21 Jul 2020 Daniele Ahmed, Andrea Peruffo, Alessandro Abate

In this paper we employ SMT solvers to soundly synthesise Lyapunov functions that assert the stability of a given dynamical model.

Automated and Formal Synthesis of Neural Barrier Certificates for Dynamical Models

no code implementations7 Jul 2020 Andrea Peruffo, Daniele Ahmed, Alessandro Abate

We introduce an automated, formal, counterexample-based approach to synthesise Barrier Certificates (BC) for the safety verification of continuous and hybrid dynamical models.

Formal Synthesis of Lyapunov Neural Networks

no code implementations19 Mar 2020 Alessandro Abate, Daniele Ahmed, Mirco Giacobbe, Andrea Peruffo

We employ a counterexample-guided approach where a numerical learner and a symbolic verifier interact to construct provably correct Lyapunov neural networks (LNNs).

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