most citedIdentification of MIMO Wiener-type Koopman Models for Data-Driven Model Reduction using Deep Learning

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math.OC2022★ 29 cited

Identification of MIMO Wiener-type Koopman Models for Data-Driven Model Reduction using Deep Learning

Jan C. Schulze, Danimir T. Doncevic, Alexander Mitsos

We use Koopman theory to develop a data-driven nonlinear model reduction and identification strategy for multiple-input multiple-output (MIMO) input-affine dynamical systems. While…