Formal synthesis of Lyapunov neural networks

We propose an automatic and formally sound method for synthesising Lyapunov functions for the asymptotic stability of autonomous non-linear systems. Traditional methods are either analytical and require manual effort or are numerical but lack of formal soundness. Symbolic computational methods for L...

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Bibliographic Details
Main Authors: Abate, A, Ahmed, D, Giacobbe, M, Peruffo, A
Format: Journal article
Language:English
Published: IEEE 2020