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Dhruv Khandelwal

Automating Data-Driven Modelling of Dynamical Systems: An Evolutionary Computation Approach

Automating Data-Driven Modelling of Dynamical Systems: An Evolutionary Computation Approach

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This book provides a user-friendly framework for estimating data-driven models for dynamical systems, combining elementary building blocks to learn dynamic relations and estimate models with trade-offs between complexity and accuracy.

Format: Paperback / softback
Length: 229 pages
Publication date: 04 February 2023
Publisher: Springer Nature Switzerland AG


This book presents a user-friendly and evolutionary algorithms-based framework for estimating data-driven models for a diverse range of dynamical systems, encompassing both linear and nonlinear ones. The methodology aims to automate the process of developing data-driven models from a user's perspective. By amalgamating fundamental building blocks, it learns the dynamic relationships governing the system through data, resulting in model estimates that strike a balance between complexity and accuracy. Extensive evaluation of the method on a comprehensive set of academic, benchmark, and real-world problems is provided, detailing its performance and highlighting its significant scientific advancements. Overall, this book serves as a state-of-the-art review on the problem of nonlinear model estimation and automated model selection for dynamical systems, paving the way for increased automation in system identification.

Weight: 397g
Dimension: 235 x 155 (mm)
ISBN-13: 9783030903459
Edition number: 1st ed. 2022

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