Advanced spectral methods for climatic time series

M Ghil, MR Allen, MD Dettinger, K Ide… - Reviews of …, 2002 - Wiley Online Library
The analysis of univariate or multivariate time series provides crucial information to describe,
understand, and predict climatic variability. The discovery and implementation of a number …

[BOOK][B] Dynamic mode decomposition: data-driven modeling of complex systems

The integration of data and scientific computation is driving a paradigm shift across the
engineering, natural, and physical sciences. Indeed, there exists an unprecedented …

[BOOK][B] Nonlinear time series analysis

H Kantz, T Schreiber - 2003 - books.google.com
The paradigm of deterministic chaos has influenced thinking in many fields of science.
Chaotic systems show rich and surprising mathematical structures. In the applied sciences …

Noise reduction in chaotic time-series data: A survey of common methods

EJ Kostelich, T Schreiber - Physical Review E, 1993 - APS
This paper surveys some of the methods that have been suggested for reducing noise in
time-series data whose underlying dynamical behavior can be characterized as low …

Nonlinear prediction of chaotic time series

M Casdagli - Physica D: Nonlinear Phenomena, 1989 - Elsevier
Numerical techniques are presented for constructing nonlinear predictive models directly
from time series data. The accuracy of the short-term predictions is tested using computer …

Estimating fractal dimension

J Theiler - JOSA a, 1990 - opg.optica.org
Fractals arise from a variety of sources and have been observed in nature and on computer
screens. One of the exceptional characteristics of fractals is that they can be described by a …

[BOOK][B] Machine learning control-taming nonlinear dynamics and turbulence

T Duriez, SL Brunton, BR Noack - 2017 - Springer
This book is an introduction to machine learning control (MLC), a surprisingly simple model-
free methodology to tame complex nonlinear systems. These systems are assumed to be …

Complexity measures of supervised classification problems

TK Ho, M Basu - IEEE transactions on pattern analysis and …, 2002 - ieeexplore.ieee.org
We studied a number of measures that characterize the difficulty of a classification problem,
focusing on the geometrical complexity of the class boundary. We compared a set of real …

[BOOK][B] Handbook of surface metrology

DJ Whitehouse - 2023 - taylorfrancis.com
Written by the leading authority in the subject, Handbook of Surface Metrology covers every
conceivable aspect of measuring and characterizing a surface. Focusing both on theory and …

[BOOK][B] Handbook of surface and nanometrology

DJ Whitehouse - 2002 - taylorfrancis.com
The Handbook of Surface and Nanometrology explains and challenges current concepts in
nanotechnology. It covers in great detail surface metrology and nanometrology and more …