2024 · 23 citations · 10 references
EngineeringComputer ScienceSystems EngineeringDynamical SystemsFormal MethodsModel-based Systems EngineeringAssertion-based VerificationControl Of Dynamical SystemsControl SystemsDeductive VerificationLogic SynthesisModel CheckingAssertion SynthesisBarrier CertificatesBoolean Satisfiability Modulo TheoriesControl SynthesisController SynthesisDiscrete-time ModelsFormal Verification For SynthesisModel-based Verification
This paper presents Fossil 2.0, a new major release of a software tool for the synthesis of certificates (e.g., Lyapunov and barrier functions) for dynamical systems modelled as ordinary differential and difference equations. Fossil 2.0 is much improved from its original release, including new interfaces, a significantly expanded certificate portfolio, controller synthesis and enhanced extensibility. We present these new features as part of this tool paper. Fossil implements a counterexample-guided inductive synthesis (CEGIS) loop ensuring the soundness of the method. Our tool uses neural networks as templates to generate candidate functions, which are then formally proven by an satisfiability modulo theories solver acting as an assertion verifier. Improvements with respect to the first release include a wider range of certificates, synthesis of control laws, and support for discrete-time models.
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Barrier certificates for nonlinear model validation
S. Prajna · Automatica · 2005 · 211 citations
Engineering, Computational Engineering, Method Validation +6
Formal Synthesis of Lyapunov Neural Networks
Alessandro Abate, Daniele Ahmed, Mirco Giacobbe et al. · IEEE Control Systems Letters · 2020 · 117 citations · Full text
Synthesizing barrier certificates using neural networks
Hengjun Zhao, Xia Zeng, Taolue Chen et al. · 2020 · 62 citations