Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Evaluating the accuracy of the dynamic mode decomposition   Dynamic mode decomposition (DMD) gives a practical means of extracting
dynamic information from data, in the form of spatial modes and their
associated frequencies and growth/decay rates. DMD can be considered as a
numerical approximation to the Koopman operator, an infinite-dimensional linear
operator defined for (nonlinear) dynamical systems. This work proposes a new
criterion to estimate the accuracy of DMD on a mode-by-mode basis, by
estimating how closely each individual DMD eigenfunction approximates the
corresponding Koopman eigenfunction. This approach does not require any prior
knowledge of the system dynamics or the true Koopman spectral decomposition.
The method may be applied to extensions of DMD (i.e., extended/kernel DMD),
which are applicable to a wider range of problems. The accuracy criterion is
first validated against the true error with a synthetic system for which the
true Koopman spectral decomposition is known. We next demonstrate how this
proposed accuracy criterion can be used to assess the performance of various
choices of kernel when using the kernel method for extended DMD. Finally, we
show that our proposed method successfully identifies modes of high accuracy
when applying DMD to data from experiments in fluids, in particular particle
image velocimetry of a cylinder wake and a canonical separated boundary layer.

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The categories of this paper are: q-alg
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The categories of this paper are: chem-ph
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The categories of this paper are: alg-geom
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The categories of this paper are: ao-sci
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The categories of this paper are: cond-mat
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The categories of this paper are: math-ph
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The categories of this paper are: eess
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The categories of this paper are: hep-ex
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The categories of this paper are: atom-ph
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The categories of this paper are: nucl-th
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The categories of this paper are: gr-qc
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The categories of this paper are: solv-int
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The categories of this paper are: acc-phys
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The categories of this paper are: astro-ph
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The categories of this paper are: hep-lat
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The categories of this paper are: cmp-lg