Nonlinear Model Reduction in the Loewner Framework

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Abstract

We introduce a novel method of model reduction for nonlinear systems by extending the Loewner framework developed for linear time-invariant systems. This objective is achieved by defining Loewner functions obtained by utilizing a state-space interpretation of the Loewner matrices. A Loewner equivalent model using these functions is derived. This allows constructing reduced order models achieving interpolation in the Loewner sense.

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APA

Simard, J. D., & Astolfi, A. (2021). Nonlinear Model Reduction in the Loewner Framework. IEEE Transactions on Automatic Control, 66(12), 5711–5726. https://doi.org/10.1109/TAC.2021.3110809

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