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Více informací o knize Automating Data-Driven Modelling of Dynamical Systems

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Anotace knihy

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.

Parametry knihy

Zařazení knihy Knihy v angličtině Technology, engineering, agriculture Electronics & communications engineering Electronics engineering

• Plný název: Automating Data-Driven Modelling of Dynamical Systems
• Podnázev: An Evolutionary Computation Approach
• Autor: Dhruv Khandelwal
• Jazyk: Angličtina
• Vazba: Pevná
• Počet stran: 229
• EAN: 9783030903428
• ID: 38504098
• Nakladatelství: Springer Nature Switzerland AG
• Hmotnost: 553 g
• Rozměry: 235 × 155 × 19 mm
• Datum vydání: 04. February 2022

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