Automating Data-Driven Modelling of Dynamical Systems
Dhruv Khandelwal
Gebundenes Buch

Automating Data-Driven Modelling of Dynamical Systems

An Evolutionary Computation Approach

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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...