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We present the Constructive Methods of Invariant Manifolds for model reduction in physical and chemical kinetics, developed during last two decades. The problem of reduced description is studied as a problem of constructing the slow…

凝聚态物理 · 物理学 2007-05-23 A. N. Gorban , I. V. Karlin , A. Yu. Zinovyev

Lyapunov functions play a vital role in the context of control theory for nonlinear dynamical systems. Besides its classical use for stability analysis, Lyapunov functions also arise in iterative schemes for computing optimal feedback laws…

最优化与控制 · 数学 2023-11-03 Tobias Breiten , Bernhard Höveler

In this article we introduce new possibilities of bounding the stability constants that play a vital role in the reduced basis method. By bounding stability constants over a neighborhood we make it possible to guarantee stability at more…

数值分析 · 数学 2016-11-21 Robert O'Connor

Neural-based, data-driven analysis and control of dynamical systems have been recently investigated and have shown great promise, e.g. for safety verification or stability analysis. Indeed, not only do neural networks allow for an entirely…

最优化与控制 · 数学 2023-12-14 Virginie Debauche , Alec Edwards , Raphael M. Jungers , Alessandro Abate

We introduce the framework of path-complete graph Lyapunov functions for approximation of the joint spectral radius. The approach is based on the analysis of the underlying switched system via inequalities imposed among multiple Lyapunov…

最优化与控制 · 数学 2014-08-26 Amir Ali Ahmadi , Raphaël Jungers , Pablo A. Parrilo , Mardavij Roozbehani

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

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

Quadratic Lyapunov functions are prevalent in stability analysis of linear consensus systems. In this paper we show that weighted sums of convex functions of the different coordinates are Lyapunov functions for irreducible consensus…

最优化与控制 · 数学 2015-01-08 Herbert Mangesius , Jean-Charles Delvenne

This paper is concerned with stability analysis of nonlinear time-varying systems by using Lyapunov function based approach. The classical Lyapunov stability theorems are generalized in the sense that the time-derivative of the Lyapunov…

动力系统 · 数学 2017-08-18 Bin Zhou

Lyapunov functions play a fundamental role in analyzing the stability and convergence properties of optimization methods. In this paper, we propose a novel and straightforward approach for constructing Lyapunov functions for first-order…

最优化与控制 · 数学 2024-01-12 Daniil Merkulov , Ivan Oseledets

In this paper, a class of abstract dynamical systems is considered which encompasses a wide range of nonlinear finite- and infinite-dimensional systems. We show that the existence of a non-coercive Lyapunov function without any further…

最优化与控制 · 数学 2018-06-18 Andrii Mironchenko , Fabian Wirth

We develop a practical approach to establish the stability, that is, the recurrence in a given set, of a large class of controlled Markov chains. These processes arise in various areas of applied science and encompass important numerical…

统计理论 · 数学 2015-02-02 Christophe Andrieu , Vladislav B. Tadić , Matti Vihola

In this paper, by using a characterization of functions having fractional derivative, we propose a rigorous fractional Lyapunov function candidate method to analyze stability of fractional-order nonlinear systems. First, we prove an…

经典分析与常微分方程 · 数学 2018-01-16 H. T. Tuan , Hieu Trinh

The method of Lyapunov functions is one of the most effective ones for the investigation of stability of dynamical systems, in particular, of stochastic differential systems. The main purpose of the paper is the analysis of the stability of…

偏微分方程分析 · 数学 2015-03-13 Tomas Caraballo , Mohamed Ali Hammami , Lasaad Mchiri

Lyapunov's theorem provides a fundamental characterization of the stability of dynamical systems. This paper presents a categorical framework for Lyapunov theory, generalizing stability analysis with Lyapunov functions categorically. Core…

动力系统 · 数学 2025-08-01 Aaron D. Ames , Joe Moeller , Paulo Tabuada

Empirically defining some constant probabilistic orbits of f(x) and g(x) iterated high-order functions, the stability of these functions in possible entangled interaction dynamics of the environment through its orbit's connectivity (open…

混沌动力学 · 物理学 2019-11-19 Charles Roberto Telles

This paper presents adaptive robust quadratic program (QP) based control using control Lyapunov and barrier functions for nonlinear systems subject to time-varying and state-dependent uncertainties. An adaptive estimation law is proposed to…

最优化与控制 · 数学 2020-10-21 Pan Zhao , Yanbing Mao , Chuyuan Tao , Naira Hovakimyan , Xiaofeng Wang

This work studies the problem of searching for homogeneous polynomial Lyapunov functions for stable switched linear systems. Specifically, we show an equivalence between polynomial Lyapunov functions for systems of this class and quadratic…

系统与控制 · 电气工程与系统科学 2020-02-20 Matthew Abate , Corbin Klett , Samuel Coogan , Eric Feron

In this paper, the concepts and the direct theorems of stability in the sense of Liapunov, within the framework of Birkhoffian dynamical systems on manifolds, are considered. The Liapunov-type functions are constructed for linear and…

动力系统 · 数学 2009-11-13 Delia Ionescu-Kruse

We study path-complete Lyapunov functions, which are stability criteria for switched systems, described by a combinatorial component (namely, an automaton), and a functional component (a set of candidate Lyapunov functions, called the…

最优化与控制 · 数学 2022-09-20 Matteo Della Rossa , Raphaël M. Jungers