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Carleman linearization is a technique that embeds systems of ordinary differential equations with polynomial nonlinearities into infinite dimensional linear systems in a procedural way. In this paper we generalize the method for systems of…

综合数学 · 数学 2024-12-03 Tamas Vaszary

The Carleman embedding method is a widely used technique for linearizing a system of nonlinear differential equations, but fails to converge in regions where there are multiple fixed points. We propose and test three different versions of a…

量子物理 · 物理学 2025-10-20 Ivan Novikau , Ilon Joseph

Carleman linearization is a mathematical technique that transforms nonlinear dynamical systems into infinite-dimensional linear systems, enabling simplified analysis. Initially developed for ordinary differential equations (ODEs) and later…

New approach to systems of polynomial recursions is developed based on the Carleman linearization procedure. The article is divided into two main sections: firstly, we focus on the case of uni-variable depth-one polynomial recurrences.…

动力系统 · 数学 2021-12-16 Mikołaj Myszkowski

A matrix approach to continuous iteration is proposed for general formal series. It leads, in particular, to an order{to{order iteration of the exponential function, and consequently to an algorithmic approach to tetration. Lower{order…

数学物理 · 物理学 2014-10-16 R. Aldrovandi

We consider a time-dependent structured population model equation and establish a Carleman estimate. We apply the Carleman estimate to prove the unique continuation which means that Cauchy data on any lateral boundary determine the solution…

偏微分方程分析 · 数学 2014-12-24 Masaaki Uesaka , Masahiro Yamamoto

An iterative method is derived for image reconstruction. Among other attributes, this method allows constraints unrelated to the radiation measurements to be incorporated into the reconstructed image. A comparison is made with the widely…

计算物理 · 物理学 2011-01-06 Clinton DeW. Van Siclen

A precise meaning is given to the notion of continuous iteration of a mapping. Usual discrete iterations are extended into a dynamical flow which is a homotopy of them all. The continuous iterate reveals that a dynamical map is formend by…

数学物理 · 物理学 2009-10-30 R. Aldrovandi , L. P. Freitas

We develop a methodology to learn finitely generated random iterated function systems from time-series of partial observations using delay embeddings. We obtain a minimal model representation for the observed dynamics, using a hidden…

动力系统 · 数学 2025-08-20 Emilia Gibson , Jeroen S. W. Lamb

The Carleman linearization is one of the mainstream approaches to lift a finite-dimensional nonlinear dynamical system into an infinite-dimensional linear system with the promise of providing accurate approximations of the original…

动力系统 · 数学 2022-07-21 Arash Amini , Cong Zheng , Qiyu Sun , Nader Motee

We revisit the method of Carleman linearization for systems of ordinary differential equations with polynomial right-hand sides. This transformation provides an approximate linearization in a higher-dimensional space through the exact…

数值分析 · 数学 2017-11-08 Marcelo Forets , Amaury Pouly

In this article we introduce a solution method for a special class of nonlinear initial-value problems using set-based propagation techniques. The novelty of the approach is that we employ a particular embedding (Carleman linearization) to…

最优化与控制 · 数学 2021-11-02 Marcelo Forets , Christian Schilling

In this paper, we consider the composition of two independent processes : one process corresponds to position and the other one to time. Such processes will be called iterated processes. We first propose an algorithm based on the Euler…

概率论 · 数学 2017-05-03 Michèle Thieullen , Alexis Vigot

The dynamical equations of clarinet-like systems are known to be reducible to a non-linear iterated map within reasonable approximations. This leads to time oscillations that are represented by square signals, analogous to the Raman regime…

混沌动力学 · 物理学 2010-09-21 Pierre-André Taillard , Jean Kergomard , Franck Laloë

A method of modeling data with gaps by a sequence of curves has been developed. The new method is a generalization of iterative construction of singular expansion of matrices with gaps. Under discussion are three versions of the method…

无序系统与神经网络 · 物理学 2007-05-23 A. N. Gorban , A. A. Rossiev , D. C. Wunsch

Irregularly sampled time series forecasting, characterized by non-uniform intervals, is prevalent in practical applications. However, previous research have been focused on regular time series forecasting, typically relying on transformer…

机器学习 · 计算机科学 2024-10-01 Byunghyun Kim , Jae-Gil Lee

This note presents an approach to studying the iterates of a mapping whose restriction to the complement of a finite set is continuous and open. The main examples to which the approach can be applied are piecewise monotone mappings defined…

动力系统 · 数学 2010-11-23 Chris Preston

We formulate the notion of continuous evolution algebra in terms of differentiable matrix-valued functions, to then study those such algebras arising as solutions of ODE problems. Given their dependence on natural bases, matrix Lie groups…

环与代数 · 数学 2022-02-08 Fernando Montaner , Irene Paniello

We consider the problem of solving TAP mean field equations by iteration for Ising model with coupling matrices that are drawn at random from general invariant ensembles. We develop an analysis of iterative algorithms using a dynamical…

无序系统与神经网络 · 物理学 2016-04-06 Manfred Opper , Burak Çakmak , Ole Winther

One of the core advantages topological methods for data analysis provide is that the language of (co)chains can be mapped onto the semantics of the data, providing a natural avenue for human understanding of the results. Here, we describe…

其他统计学 · 统计学 2019-04-30 Chad Giusti , Darrick Lee
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