[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 …

Learning stability certificates from data

N Boffi, S Tu, N Matni, JJ Slotine… - Conference on Robot …, 2021 - proceedings.mlr.press
Many existing tools in nonlinear control theory for establishing stability or safety of a
dynamical system can be distilled to the construction of a certificate function which …

Adaptive nonlinear control with contraction metrics

BT Lopez, JJE Slotine - IEEE Control Systems Letters, 2020 - ieeexplore.ieee.org
This letter derives direct adaptive control algorithms for nonlinear systems nominally
contracting in closed-loop, but subject to structured parametric uncertainty. The approach is …

Review on contraction analysis and computation of contraction metrics

P Giesl, S Hafstein, C Kawan - arXiv preprint arXiv:2203.01367, 2022 - arxiv.org
Contraction analysis considers the distance between two adjacent trajectories. If this
distance is contracting, then trajectories have the same long-term behavior. The main …

Convergence properties for discrete-time nonlinear systems

DN Tran, BS Rüffer, CM Kellett - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
Three similar convergence notions are considered. Two of them are the long established
notions of convergent dynamics and incremental stability. The other is the more recent …

[HTML][HTML] Subgradient algorithm for computing contraction metrics for equilibria

P Giesl, S Hafstein, M Haraldsdottir… - Journal of …, 2023 - aimsciences.org
We propose a subgradient algorithm for the computation of contraction metrics for systems
with an exponentially stable equilibrium. We show that for sufficiently smooth systems our …

[PDF][PDF] Contraction Metrics by Numerical Integration and Quadrature: Uniform Error Estimate.

P Giesl, SF Hafstein, I Mehrabinezhad - ICINCO (1), 2023 - scitepress.org
We show that contraction metrics for continuous time dynamical systems can be computed
numerically using numerical integration of certain initial value problems with a subsequent …

[PDF][PDF] Positively Invariant Sets for ODEs and Numerical Integration.

P Giesl, SF Hafstein, I Mehrabinezhad - ICINCO (1), 2023 - scitepress.org
We show that for an ordinary differential equation (ODE) with an exponentially stable
equilibrium and any compact subset of its basin of attraction, we can find a larger compact …

Computation and verification of contraction metrics for exponentially stable equilibria

P Giesl, S Hafstein, I Mehrabinezhad - Journal of Computational and …, 2021 - Elsevier
The determination of exponentially stable equilibria and their basin of attraction for a
dynamical system given by a general autonomous ordinary differential equation can be …

Computation and verification of contraction metrics for periodic orbits

P Giesl, S Hafstein, I Mehrabinezhad - Journal of Mathematical Analysis …, 2021 - Elsevier
Exponentially stable periodic orbits of ordinary differential equations and their basins' of
attraction are characterized by contraction metrics. The advantages of a contraction metric …