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We present a Bayesian approach for modeling multivariate, dependent functional data. To account for the three dominant structural features in the data--functional, time dependent, and multivariate components--we extend hierarchical dynamic…

统计方法学 · 统计学 2019-07-02 Daniel R. Kowal , David S. Matteson , David Ruppert

The development of wavelet theory has in recent years spawned applications in signal processing, in fast algorithms for integral transforms, and in image and function representation methods. This last application has stimulated interest in…

统计方法学 · 统计学 2009-09-29 Anestis Antoniadis

We consider the applications of a numerical-analytical approach based on multiscale variational wavelet technique to the systems with collective type behaviour described by some forms of Vlasov-Poisson/Maxwell equations. We calculate the…

加速器物理 · 物理学 2007-05-23 Antonina N. Fedorova , Michael G. Zeitlin

Time-delay systems are an important class of dynamical systems that provide a solid mathematical framework to deal with many application domains of interest. In this paper we focus on nonlinear control systems with unknown and time-varying…

最优化与控制 · 数学 2011-12-13 Giordano Pola , Pierdomenico Pepe , Maria Domenica Di Benedetto

This paper introduces coordinate-independent methods for analysing multiscale dynamical systems using numerical techniques based on the transfer operator and its adjoint. In particular, we present a method for testing whether an arbitrary…

动力系统 · 数学 2014-09-30 Gary Froyland , Georg A. Gottwald , Andy Hammerlindl

The dynamics of units (molecules) with slowly relaxing internal states is studied as an iterated function system (IFS) for the situation common in e.g. biological systems where these units are subjected to frequent collisional interactions.…

软凝聚态物质 · 物理学 2009-11-11 Kunihiko Kaneko

Dynamical systems theory has long provided a foundation for understanding evolving phenomena across scientific domains. Yet, the application of this theory to complex real-world systems remains challenging due to issues in mathematical…

机器学习 · 计算机科学 2024-11-05 Samuel A. Moore , Brian P. Mann , Boyuan Chen

Special exotic class of dynamical systems~ -- the implicit maps~ -- is considered. Such maps, particularly, can appear as a result of using of implicit and semi-implicit iterative numerical methods. In the present work we propose the…

混沌动力学 · 物理学 2022-12-08 Andrei A. Elistratov , Dmitry V. Savin , Olga B. Isaeva

A categorical framework for modeling and analyzing systems in a broad sense is proposed. These systems should be thought of as `machines' with inputs and outputs, carrying some sort of signal that occurs through some notion of time. Special…

范畴论 · 数学 2019-03-18 Patrick Schultz , David I. Spivak , Christina Vasilakopoulou

Iterated function systems (IFS) provide a powerful method for constructing fractals and modeling complex structures. This paper develops the notion of a dynamical system of IFS to study how an initial IFS evolves over time. We construct a…

综合数学 · 数学 2024-10-11 Praveen M

Numerical modelling of several coupled passive linear dynamical systems (LDS) is considered. Since such component systems may arise from partial differential equations, transfer function descriptions, lumped systems, measurement data, etc.,…

最优化与控制 · 数学 2019-11-12 Juha Kuortti , Jarmo Malinen , Tom Gustafsson

We discuss the problem of bounding the Fourier transforms of stationary measures of iterated function systems (IFSs) and how the pseudo-randomness of the IFS either due to arithmetic, algebraic or geometric reasons is reflected in the…

经典分析与常微分方程 · 数学 2025-02-28 Tuomas Sahlsten

In this work, we introduce a generalized framework for multiscale state-space modeling that incorporates nested nonlinear dynamics, with a specific focus on Bayesian learning under switching regimes. Our framework captures the complex…

机器学习 · 统计学 2024-10-31 Nayely Vélez-Cruz , Manfred D. Laubichler

A series of stationary principles are developed for dynamical systems by formulating the concept of mixed convolved action, which is written in terms of mixed variables, using temporal convolutions and fractional derivatives. Dynamical…

数学物理 · 物理学 2015-06-03 Gary F. Dargush , Jinkyu Kim

Mathematical modeling is an essential step, for example, to analyze the transient behavior of a dynamical process and to perform engineering studies such as optimization and control. With the help of first-principles and expert knowledge, a…

机器学习 · 计算机科学 2021-03-30 Pawan Goyal , Peter Benner

We investigate iterated function systems (IFS) that randomly alternate between two non-identical one-dimensional maps. Our primary focus is on finite invariant sets exhibiting ``toss-and-catch'' dynamics, in which trajectories alternate…

动力系统 · 数学 2026-04-16 Hibiki Kato , Tamotsu Onozaki , Yoshitaka Saiki , Yasumasa Sugita

The Willems' fundamental lemma, which characterizes linear dynamics with measured trajectories, has found successful applications in controller design and signal processing, which has driven a broad research interest in its extension to…

最优化与控制 · 数学 2021-06-01 Yingzhao Lian , Colin N. Jones

Measures generated by Iterated Function Systems composed of uncountably many one--dimensional affine maps are studied. We present numerical techniques as well as rigorous results that establish whether these measures are absolutely or…

动力系统 · 数学 2011-06-23 Giorgio Mantica

We use symbolic dynamics to study discrete-time dynamical systems with multiple time delays. We exploit the concept of avoiding sets, which arise from specific non-generating partitions of the phase space and restrict the occurrence of…

混沌动力学 · 物理学 2010-12-21 Fatihcan M. Atay , Sarika Jalan , Jürgen Jost

Symbolic models are abstract descriptions of continuous systems in which symbols represent aggregates of continuous states. In the last few years there has been a growing interest in the use of symbolic models as a tool for mitigating…

最优化与控制 · 数学 2007-07-31 Giordano Pola , Paulo Tabuada