Data-driven prediction in dynamical systems: recent developments

A Ghadami, BI Epureanu - Philosophical Transactions of …, 2022 - royalsocietypublishing.org
In recent years, we have witnessed a significant shift toward ever-more complex and ever-
larger-scale systems in the majority of the grand societal challenges tackled in applied …

The analysis of observed chaotic data in physical systems

HDI Abarbanel, R Brown, JJ Sidorowich… - Reviews of modern …, 1993 - APS
Chaotic time series data are observed routinely in experiments on physical systems and in
observations in the field. The authors review developments in the extraction of information of …

Determining embedding dimension for phase-space reconstruction using a geometrical construction

MB Kennel, R Brown, HDI Abarbanel - Physical review A, 1992 - APS
We examine the issue of determining an acceptable minimum embedding dimension by
looking at the behavior of near neighbors under changes in the embedding dimension from …

A practical method for calculating largest Lyapunov exponents from small data sets

MT Rosenstein, JJ Collins, CJ De Luca - Physica D: Nonlinear Phenomena, 1993 - Elsevier
Detecting the presence of chaos in a dynamical system is an important problem that is
solved by measuring the largest Lyapunov exponent. Lyapunov exponents quantify the …

[图书][B] Chaos in dynamical systems

E Ott - 2002 - books.google.com
Over the past two decades scientists, mathematicians, and engineers have come to
understand that a large variety of systems exhibit complicated evolution with time. This …

Embedology

T Sauer, JA Yorke, M Casdagli - Journal of statistical Physics, 1991 - Springer
Mathematical formulations of the embedding methods commonly used for the reconstruction
of attractors from data series are discussed. Embedding theorems, based on previous work …

Nonlinear forecasting as a way of distinguishing chaos from measurement error in time series

G Sugihara, RM May - Nature, 1990 - nature.com
An approach is presented for making short-term predictions about the trajectories of chaotic
dynamical systems. The method is applied to data on measles, chickenpox, and marine …

[图书][B] Analysis of observed chaotic data

H Abarbanel - 2012 - books.google.com
When I encountered the idea of chaotic behavior in deterministic dynami cal systems, it gave
me both great pause and great relief. The origin of the great relief was work I had done …

[图书][B] Chaotic dynamics: an introduction

GL Baker, JP Gollub - 1996 - books.google.com
The previous edition of this text was the first to provide a quantitative introduction to chaos
and nonlinear dynamics at the undergraduate level. It was widely praised for the clarity of …

[图书][B] Nonlinear dynamics of chaotic and stochastic systems: tutorial and modern developments

VS Anishchenko, V Astakhov, A Neiman, T Vadivasova… - 2007 - Springer
We present an improved and enlarged version of our book Nonlinear-namics of Chaotic and
Stochastic Systems published by Springer in 2002. Basically, the new edition of the book …