What question did this study set out to answer?

To describe the practical implementation and parameter selection of nonlinear time series analysis methods based on deterministic chaos within the publicly available TISEAN package.

June 1, 1999Chaos An Interdisciplinary Journal of Nonlinear ScienceOpen Access

Practical implementation of nonlinear time series methods: The TISEAN package

View Full Paper

Ask AI

Bookmark

Authors

RHRainer HeggerGoethe University Frankfurt HKHölger KantzMax Planck Institute for the Physics of Complex Systems TSThomas SchreiberFraunhofer Institute for Applied Optics and Precision Engineering

Discussion

Member takes

Implication

Software implementation review demonstrates practical algorithms for deterministic chaos analysis, providing standard tools for nonlinear time series evaluation.

Key Points

To describe the practical implementation and parameter selection of nonlinear time series analysis methods based on deterministic chaos within the publicly available TISEAN package.
Implemented computational algorithms for data representation, time series prediction, noise filtering, fractal dimension estimation, Lyapunov exponent calculation, and nonlinearity testing.
Addressed critical numerical considerations, parameter tuning strategies, and illustrated algorithm execution using typical domain applications.
Delivered a comprehensive, publicly accessible software suite (TISEAN) tailored for empirical nonlinear time series and dynamical systems analysis.
Demonstrated practical utility of deterministic chaos algorithms for accurate signal representation, noise reduction, and nonlinearity detection in complex observational datasets.

Cite This Study

Hegger et al. (1999) studied this question.

synapsesocial.com/papers/69ffe85fef8139f8ff7777d7 https://doi.org/10.1063/1.166424

View Full Paper

Ask AI

Bookmark

Implication

Software implementation review demonstrates practical algorithms for deterministic chaos analysis, providing standard tools for nonlinear time series evaluation.

Practical implementation of nonlinear time series methods: The TISEAN package

Discussion

Member takes

Implication

Key Points

Cite This Study

Practical implementation of nonlinear time series methods: The TISEAN package

Discussion

Member takes

Implication

Key Points

Cite This Study

Also Consider

Also Consider