The Koopman mode decomposition provides a fully data-driven framework for comprehensive dynamic analysis of complex flows. For example, the evolution of Koopman eigenvalues computed from data clearly indicates the sequence of bifurcations occurring in the state space of the flow.
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Arbabi et al. (2017) studied this question.
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