Schoukens Lab

Eindhoven University of Technology

Zuid-Nederland (NL4) · Netherlands

ERC-funded
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Research focus

ERC Starting Grant · 2022

Model Completion through Nonlinear System Identification

Systems and control engineers aim to master increasingly complex dynamical systems while including stronger performance, operational and energy constraints. As model-based control design remains the dominant paradigm, this results in an increasing need for nonlinear modeling. However, model interpretability and generalization capabilities form important roadblocks for a wide adaptation and applicability of nonlinear system identification methods. Strong prior knowledge is given by existing models, provided by system designers and engineers, even though they do not capture all the nonlinear dynamics of the real-life system. These models are currently not accounted for during black-box system…

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