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We demonstrate a data-driven method to solve for the invariant probability density function of a randomly perturbed dynamical system. The key idea is to replace the boundary condition of numerical schemes by a least squares problem…

数值分析 · 数学 2019-03-27 Yao Li

How can we learn a dynamical system to make forecasts, when some variables are unobserved? For instance, in COVID-19, we want to forecast the number of infected and death cases but we do not know the count of susceptible and exposed people.…

机器学习 · 计算机科学 2021-04-30 Rui Wang , Danielle Maddix , Christos Faloutsos , Yuyang Wang , Rose Yu

The paper presents a method by which the mean field dynamics of a population of dynamical systems with parameter diversity and global coupling can be described in terms of a few macroscopic degrees of freedom. The method applies to…

统计力学 · 物理学 2009-11-07 Silvia De Monte , Francesco d'Ovidio , Erik Mosekilde

This paper presents a non-minimal order dynamics model for many analysis, simulation, and control problems of constrained mechanical systems with switching topology by making use of linear projection operator. The distinct features of this…

系统与控制 · 电气工程与系统科学 2021-08-24 Farhad Aghili

Investigating the possibility of applying techniques from linear systems theory to the setting of nonlinear systems has been the focus of many papers. The pseudo linear form representation of nonlinear dynamical systems has led to the…

最优化与控制 · 数学 2018-07-31 Hamed Ghane , Alef Sterk , Holger Waalkens

This article describes an approach for parametrizing input and state trajectories in model predictive control. The parametrization is designed to be invariant to time shifts, which enables warm-starting the successive optimization problems…

系统与控制 · 计算机科学 2019-03-20 Michael Muehlebach , Raffaello D'Andrea

It has been proposed to make practical use of chaos in communication, in enhancing mixing in chemical processes and in spreading the spectrum of switch-mode power suppies to avoid electromagnetic interference. It is however known that for…

chao-dyn · 物理学 2009-10-31 Soumitro Banerjee , James A. Yorke , Celso Grebogi

Cyber-physical systems (CPS), which integrate algorithmic control with physical processes, often consist of physically distributed components communicating over a network. A malfunctioning or compromised component in such a CPS can lead to…

软件工程 · 计算机科学 2016-11-08 Yuqi Chen , Christopher M. Poskitt , Jun Sun

We introduce a one-parameter family of polymatrix replicators defined in a three-dimensional cube and study its bifurcations. For a given interval of parameters, this family exhibits suspended horseshoes and persistent strange attractors.…

动力系统 · 数学 2022-06-15 Telmo Peixe , Alexandre A. Rodrigues

Due to existence of periodic windows, chaotic systems undergo numerous bifurcations as system parameters vary, rendering it hard to employ an analytic continuation, which constitutes a major obstacle for its effective analysis or…

混沌动力学 · 物理学 2023-07-03 Huanyu Cao , Yueheng Lan

Generality is one of the main advantages of heuristic algorithms, as such, multiple parameters are exposed to the user with the objective of allowing them to shape the algorithms to their specific needs. Parameter selection, therefore,…

神经与进化计算 · 计算机科学 2017-05-22 Carlos Garcia Cordero

Learning governing equations from a family of data sets which share the same physical laws but differ in bifurcation parameters is challenging. This is due, in part, to the wide range of phenomena that could be represented in the data sets…

数值分析 · 数学 2017-09-07 Hayden Schaeffer , Giang Tran , Rachel Ward

Dynamical systems describe the changes in processes that arise naturally from their underlying physical principles, such as the laws of motion or the conservation of mass, energy or momentum. These models facilitate a causal explanation for…

统计方法学 · 统计学 2023-10-11 Michelle Carey , James O. Ramsay

The Particle Swarm Optimisation (PSO) algorithm has undergone countless modifications and adaptations since its original formulation in 1995. Some of these have become mainstream whereas many others have not been adopted and faded away.…

神经与进化计算 · 计算机科学 2021-04-27 Mauro Sebastián Innocente

It is shown, under weak conditions, that the dynamical evolution of an important class of large systems of globally coupled, heterogeneous frequency, phase oscillators is, in an appropriate physical sense, time-asymptotically attracted…

混沌动力学 · 物理学 2015-05-13 Edward Ott , Thomas M. Antonsen

Preserving stability is a central problem in data-driven model order reduction of dynamical systems. For linear systems whose dynamics depend on geometric or physical parameters, multivariate rational approximation algorithms such as the…

系统与控制 · 电气工程与系统科学 2026-05-26 Antonio Carlucci

We consider the behaviour of attractors near invariant subspaces on varying a parameter that does not preserve the dynamics in the invariant subspace but is otherwise generic, in a smooth dynamical system. We refer to such a parameter as…

chao-dyn · 物理学 2009-10-31 Peter Ashwin , Eurico Covas , Reza Tavakol

We study the spread of disease in an SIS model. The model considered is a time-varying, switched model, in which the parameters of the SIS model are subject to abrupt change. We show that the joint spectral radius can be used as a threshold…

动力系统 · 数学 2014-04-21 Mustapha Ait Rami , Vahid S. Bokharaie , Oliver Mason , Fabian R. Wirth

The parameter space of dynamical systems arising in applications is often found to be high-dimensional and difficult to explore. We construct a fast algorithm to numerically analyze "quantitative features" of dynamical systems depending on…

数值分析 · 数学 2008-07-15 Christian Kuehn

A chaos control algorithm is developed to actively stabilize unstable periodic orbits of higher-dimensional systems. The method assumes knowledge of the model equations and a small number of experimentally accessible parameters. General…

chao-dyn · 物理学 2019-08-17 A. Pentek , J. B. Kadtke , Z. Toroczkai