Extracting knowledge from time series : an introduction to nonlinear empirical modeling
This book addresses the fundamental question of how to construct mathematical models for the evolution of dynamical systems from experimentally-obtained time series. It places emphasis on chaotic signals and nonlinear modeling and discusses different approaches to the forecast of future system evolu...
Enregistré dans:
| Auteurs principaux: | , |
|---|---|
| Format: | Livre numérique |
| Langue: | Anglais |
| Publié: |
Berlin, Heidelberg :
Springer Berlin Heidelberg
[20..].
Cham : Springer Nature |
| Édition: | 1st ed. 2010. |
| Collection: | Springer Series in Synergetics
|
| Accès en ligne: | Accès sur la plateforme de l'éditeur Accès sur la plateforme Istex Accès Université d'Orléans Accès INSA CVL |
| Note: |
Archives Springer e-books (Licence nationale) Archives Springer e-books (Licence nationale) |
| Autres localisations: | Voir dans le Sudoc |
| Edition sous un autre format: | • Extracting knowledge from time series, an introduction to nonlinear empirical modeling, Boris P. Bezruchko, Dmitry A. Smirnov, 2010, Heidelberg, Springer, 1 vol. (xxi, 405 pages), Springer complexity, 978-3-642-12600-0 • Extracting knowledge from time series, an introduction to nonlinear empirical modeling, Boris P. Bezruchko, Dmitry A. Smirnov, 2010, Heidelberg, Springer, 1 vol. (xxi, 405 pages), Springer complexity, 978-3-642-12600-0 • Extracting Knowledge From Time Series, Texte imprimé, 9783642264825 • Extracting Knowledge From Time Series, Texte imprimé, 9783642126024 |
Table des matières:
- Models And Forecast The Concept of Model. What is Remarkable in Mathematical Models Two Approaches to Modelling and Forecast Dynamical (Deterministic) Models of Evolution Stochastic Models of Evolution Modeling From Time Series Problem Posing in Modelling from Data Series Data Series as a Source for Modelling Restoration of Explicit Temporal Dependencies Model Equations: Parameter Estimation Model Equations: Restoration of Equivalent Characteristics Model Equations: Black Box Reconstruction Practical Applications of Empirical Modelling Identification of Directional Couplings Outdoor Examples