Automating Data-Driven Modelling of Dynamical Systems
€ 172,90
Informação do Produto
| ISBN | 9783030903428 |
|---|---|
| Autores | Dhruv Khandelwal |
| Editora | Springer Nature Switzerland AG |
| Formato | Capa dura |
| Número de páginas | 229 |
| Data de Publicação | 04/02/2022 |
| Preço (iva excl.) | € 163,11 |
| Imposto | € 9,79 |
| Preço (iva inc.) | € 172,90 |
| Disponibilidade | 1 unidade em armazém externo |
Descrição do Produto
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.