Automating Data-Driven Modelling of Dynamical Systems

Name: Automating Data-Driven Modelling of Dynamical Systems
Brand: Springer Nature Switzerland AG
SKU: 9783030903428
Price: 827.88 RON
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An Evolutionary Computation Approach

Autor: Dhruv Khandelwal

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Legare: Copertă tare

Editura: Springer Nature Switzerland AG

Disponibilitate: În depozitul extern

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This book describes a user-friendly, evolutionary algorithms-based framework for estimating data-dri...

Informații despre carte

Autor

Dhruv Khandelwal

Limbă

engleză

Legare

Carte - Copertă tare

Publicat

2022

Pagini

229

EAN

9783030903428

Enbook ID

38504098

Editura

Springer Nature Switzerland AG

Greutate

553

Dimensiuni

155 x 235 x 19

Descriere completă

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.

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Automating Data-Driven Modelling of Dynamical Systems

An Evolutionary Computation Approach

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Descriere completă

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