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

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Automating Data-Driven Modelling of Dynamical Systems

An Evolutionary Computation Approach

By: Dhruv Khandelwal

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Paperback | 4 February 2023

At a Glance

Paperback
256 Pages

Dimensions(cm)
23.5 x 15.49 x 1.37

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$249.00

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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.

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