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First-order methods are often analyzed via their continuous-time models, where their worst-case convergence properties are usually approached via Lyapunov functions. In this work, we provide a systematic and principled approach to find and…

数值分析 · 数学 2024-03-12 Céline Moucer , Adrien Taylor , Francis Bach

We present a unified convergence analysis for first order convex optimization methods using the concept of strong Lyapunov conditions. Combining this with suitable time scaling factors, we are able to handle both convex and strong convex…

最优化与控制 · 数学 2021-08-03 Long Chen , Hao Luo

This paper establishes the equivalence between systems described by a single first-order hyperbolic partial differential equation and systems described by integral delay equations. System-theoretic results are provided for both classes of…

最优化与控制 · 数学 2019-02-20 Iasson Karafyllis , Miroslav Krstic

We propose a composite Lyapunov framework for nonlinear autonomous systems that ensures strict decay through a pair of differential inequalities. The approach yields integral estimates, quantitative convergence rates, vanishing of…

最优化与控制 · 数学 2025-10-10 Hassan Saoud

While ensuring stability for linear systems is well understood, it remains a major challenge for nonlinear systems. A general approach in such cases is to compute a combination of a Lyapunov function and an associated control policy.…

机器学习 · 计算机科学 2023-12-27 Junlin Wu , Andrew Clark , Yiannis Kantaros , Yevgeniy Vorobeychik

The spectral method for building first integrals of ordinary linear differential systems is elaborated. Using this method, we obtain bases of first integrals for linear differential systems with constant coefficients, for linear…

动力系统 · 数学 2012-01-20 V. N. Gorbuzov , A. F. Pranevich

Discrete gradients (DG) or more exactly discrete gradient methods are time integration schemes that are custom-built to preserve first integrals or Lyapunov functions of a given ordinary differential equation (ODE). In conservative…

数值分析 · 数学 2024-01-09 Volker Grimm , Tobias Kliesch , G. R. W. Quispel

This paper focuses on the fractional difference of Lyapunov functions related to Riemann-Liouville, Caputo and Grunwald-Letnikov definitions. A new way of building Lyapunov functions is introduced and then five inequalities are derived for…

动力系统 · 数学 2022-12-07 Yiheng Wei , Yuquan Chen , Tianyu Liu , Yong Wang

A method for constructing homogeneous Lyapunov functions of degree 1 from polynomial invariant sets is presented for linear time varying systems, homogeneous dynamic systems and the class of nonlinear systems that can be represented as…

动力系统 · 数学 2023-03-07 Hassan Abdelraouf , Eric Feron , Jeff Shamma

Convergence analysis of accelerated first-order methods for convex optimization problems are presented from the point of view of ordinary differential equation solvers. A new dynamical system, called Nesterov accelerated gradient flow, has…

最优化与控制 · 数学 2022-03-01 Hao Luo , Long Chen

This paper is concerned with the problem of finding a quadratic common Lyapunov function for a family of stable linear systems. We present gradient iteration algorithms which give deterministic convergence for finite system families and…

最优化与控制 · 数学 2007-05-23 Daniel Liberzon , Roberto Tempo

This paper considers discontinuous dynamical systems, i.e., systems whose associated vector field is a discontinuous function of the state. Discontinuous dynamical systems arise in a large number of applications, including optimal control,…

动力系统 · 数学 2016-11-17 Jorge Cortes

We consider systems of ordinary differential equations with known first integrals. The notion of a discrete tangent space is introduced as the orthogonal complement of an arbitrary set of discrete gradients. Integrators which exactly…

数值分析 · 数学 2015-05-20 Morten Dahlby , Brynjulf Owren , Takaharu Yaguchi

The paper studies numerical methods that preserve a Lyapunov function of a dynamical system, i.e. numerical approximations whose energy decreases, just like in the original differential equation. With this aim, a discrete gradient method is…

数值分析 · 数学 2022-04-26 Yadira Hernández-Solano , Miguel Atencia

The constants of motion of the following systems are deduced: a relativistic particle with linear dissipation, a no-relativistic particle with a time explicitly depending force, a no-relativistic particle with a constant force and time…

经典物理 · 物理学 2011-08-19 G. López , L. A. Barrera , Y. Garibo , H. Hernández , J. C. Salazar , C. A. Vargas

Every irreducible discrete-time linear switching system possesses an invariant convex Lyapunov function (Barabanov norm), which provides a very refined analysis of trajectories. Until recently that notion remained rather theoretical apart…

最优化与控制 · 数学 2021-09-28 Vladimir Yu. Protasov

Monotone systems preserve a partial ordering of states along system trajectories and are often amenable to separable Lyapunov functions that are either the sum or the maximum of a collection of functions of a scalar argument. In this paper,…

系统与控制 · 计算机科学 2017-10-26 Samuel Coogan

Lyapunov-like characterizations for non-uniform in time and uniform robust global asymptotic stability of uncertain systems described by retarded functional differential equations are provided.

最优化与控制 · 数学 2007-05-23 Iasson Karafyllis

We revisit the canonical continuous-time and discrete-time matrix algebraic and matrix differential equations that play a central role in Lyapunov based stability arguments. The goal is to generalize and extend these types of equations and…

最优化与控制 · 数学 2009-10-13 John M. Davis , Ian A. Gravagne , Robert J. Marks , Alice A. Ramos

We consider nonautonomous cyclic systems of delay differential equations with variable delay. Under suitable feedback assumptions, we define an (integer valued) Lyapunov functional related to the number of sign changes of the coordinate…

动力系统 · 数学 2025-10-10 István Balázs , Ábel Garab
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