[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 …
in theory and applications. They provide sufficient conditions for the stability of equilibria or …
Learning stability certificates from data
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 …
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 …
contracting in closed-loop, but subject to structured parametric uncertainty. The approach is …
Review on contraction analysis and computation of contraction metrics
Contraction analysis considers the distance between two adjacent trajectories. If this
distance is contracting, then trajectories have the same long-term behavior. The main …
distance is contracting, then trajectories have the same long-term behavior. The main …
Convergence properties for discrete-time nonlinear systems
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 …
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 …
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.
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 …
numerically using numerical integration of certain initial value problems with a subsequent …
[PDF][PDF] Positively Invariant Sets for ODEs and Numerical Integration.
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 …
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
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 …
dynamical system given by a general autonomous ordinary differential equation can be …
Computation and verification of contraction metrics for periodic orbits
Exponentially stable periodic orbits of ordinary differential equations and their basins' of
attraction are characterized by contraction metrics. The advantages of a contraction metric …
attraction are characterized by contraction metrics. The advantages of a contraction metric …