[HTML][HTML] Review on computational methods for Lyapunov functions

P Giesl, S Hafstein - Discrete and Continuous Dynamical Systems …, 2015 - aimsciences.org
Lyapunov functions are an essential tool in the stability analysis of dynamical systems, both
in theory and applications. They provide sufficient conditions for the stability of equilibria or …

Formal synthesis of Lyapunov neural networks

A Abate, D Ahmed, M Giacobbe… - IEEE Control Systems …, 2020 - ieeexplore.ieee.org
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 …

FOSSIL: a software tool for the formal synthesis of lyapunov functions and barrier certificates using neural networks

A Abate, D Ahmed, A Edwards, M Giacobbe… - Proceedings of the 24th …, 2021 - dl.acm.org
This paper accompanies FOSSIL: a software tool for the synthesis of Lyapunov functions
and of barrier certificates (or functions) for dynamical systems modelled as differential …

Certified polyhedral decompositions of collision-free configuration space

H Dai, A Amice, P Werner, A Zhang… - … Journal of Robotics …, 2024 - journals.sagepub.com
Understanding the geometry of collision-free configuration space (C-free) in the presence of
Cartesian-space obstacles is an essential ingredient for collision-free motion planning …

Stability verification in stochastic control systems via neural network supermartingales

M Lechner, Đ Žikelić, K Chatterjee… - Proceedings of the AAAI …, 2022 - ojs.aaai.org
We consider the problem of formally verifying almost-sure (as) asymptotic stability in discrete-
time nonlinear stochastic control systems. While verifying stability in deterministic control …

Neural koopman lyapunov control

V Zinage, E Bakolas - Neurocomputing, 2023 - Elsevier
Learning and synthesizing stabilizing controllers for unknown nonlinear control systems is a
challenging problem for real-world and industrial applications. Koopman operator theory …

[PDF][PDF] ADVANCES IN COMPUTATIONAL LYAPUNOV ANALYSIS USING SUM-OF-SQUARES PROGRAMMING.

J Anderson, A Papachristodoulou - Discrete & Continuous Dynamical …, 2015 - columbia.edu
The stability of an equilibrium point of a nonlinear dynamical system is typically determined
using Lyapunov theory. This requires the construction of an energy-like function, termed a …

Global Lyapunov functions: a long-standing open problem in mathematics, with symbolic transformers

A Alfarano, F Charton, A Hayat - The Thirty-eighth Annual …, 2024 - openreview.net
Despite their spectacular progress, language models still struggle on complex reasoning
tasks, such as advanced mathematics. We consider a long-standing open problem in …

Automated-sampling-based stability verification and DOA estimation for nonlinear systems

R Bobiti, M Lazar - IEEE Transactions on Automatic Control, 2018 - ieeexplore.ieee.org
This paper develops a new sampling-based method for stability verification of piecewise
continuous nonlinear systems via Lyapunov functions. Depending on the nonlinear system …

Stability analysis of equilibrium point and limit cycle of two-dimensional nonlinear dynamical systems—a tutorial

B Wei - Applied Sciences, 2023 - mdpi.com
The equilibrium state of a dynamical system can be divided into the equilibrium point and
limit cycle. In this paper, the stability analysis of the equilibrium point and limit cycle of …