Automating Data-Driven Modelling Of Dynamical Systems: An Evolutionary Computation Approach (Springer Theses) - 9783030903459

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.

• | Author: Dhruv Khandelwal
• | Publisher: Springer
• | Publication Date: Feb 04, 2023
• | Number of Pages: 252 pages
• | Language: English
• | Binding: Paperback
• | ISBN-10: 3030903451
• | ISBN-13: 9783030903459