✍️ 🧑‍🦱 💚 Autor:innen verdienen bei uns doppelt. Dank euch haben sie so schon 233.708 € mehr verdient. → Mehr erfahren 💪 📚 🙏

Automating Data-Driven Modelling of Dynamical Systems

von Dhruv Khandelwal
Softcover - 9783030903459
160,49 €
  • Versandkostenfrei
Auf meine Merkliste
  • Hinweis: Print on Demand. Lieferbar in 2 Tagen.
  • Lieferzeit nach Versand: ca. 1-2 Tage
  • inkl. MwSt. & Versandkosten (innerhalb Deutschlands)

Weitere Formate

Hardcover - 9783030903428
160,49 €

Autorenfreundlich Bücher kaufen?!

Weitere Formate

Hardcover - 9783030903428
160,49 €

Beschreibung

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.

An Evolutionary Computation Approach

An Evolutionary Computation Approach

Details

Verlag Springer International Publishing
Ersterscheinung Februar 2023
Maße 23.5 cm x 15.5 cm
Gewicht 394 Gramm
Format Softcover
ISBN-13 9783030903459
Auflage 1st edition 2022
Seiten 229