Produktbild: Automating Data-Driven Modelling of Dynamical Systems

Automating Data-Driven Modelling of Dynamical Systems

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160,49 €

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An Evolutionary Computation Approach, Springer Theses

ISBN: 3030903451
ISBN 13: 9783030903459
Autor: Khandelwal, Dhruv
Verlag: Springer Verlag GmbH
Umfang: xxiii, 229 S., 25 s/w Illustr., 49 farbige Illustr., 229 p. 74 illus., 49 illus. in color.
Erscheinungsdatum: 04.02.2023
Auflage: 1/2023
Produktform: Kartoniert
Einband: Kartoniert

This book describes a user-friendly, evolutionary algorithms-based framework for estimating data-driven models for a wide class of dynamical systems, including linear and nonlinear ones. The methodology addresses the problem of automating the process of estimating data-driven models from a user’s perspective. By combining elementary building blocks, it learns the dynamic relations governing the system from data, giving model estimates with various trade-offs, e.g. between complexity and accuracy. The evaluation of the method on a set of academic, benchmark and real-word problems is reported in detail. Overall, the book offers a state-of-the-art review on the problem of nonlinear model estimation and automated model selection for dynamical systems, reporting on a significant scientific advance that will pave the way to increasing automation in system identification.

Artikelnummer: 8012270 Kategorie:

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