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arxiv: 1712.08447 · v1 · pith:JAKO2P3Hnew · submitted 2017-12-22 · 💻 cs.SY · cs.NA· cs.SY· math.NA· math.OC

On Reduced Input-Output Dynamic Mode Decomposition

classification 💻 cs.SY cs.NAcs.SYmath.NAmath.OC
keywords dataidentificationinput-outputdecompositiondynamicidentifiedmodesystem
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The identification of reduced-order models from high-dimensional data is a challenging task, and even more so if the identified system should not only be suitable for a certain data set, but generally approximate the input-output behavior of the data source. In this work, we consider the input-output dynamic mode decomposition method for system identification. We compare excitation approaches for the data-driven identification process and describe an optimization-based stabilization strategy for the identified systems.

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