Fréchet differentiable drift dependence of Perron-Frobenius and Koopman operators for non-deterministic dynamics

We prove the Fréchet differentiability with respect to the drift of Perron-Frobenius and Koopman operators associated to time-inhomogeneous ordinary stochastic differential equations. This result relies on a similar differentiability result for pathwise expectations of path functionals of the soluti...

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Veröffentlicht in:Nonlinearity 2019-11, Vol.32 (11), p.4232-4257
Hauptverfasser: Koltai, Péter, Lie, Han Cheng, Plonka, Martin
Format: Artikel
Sprache:eng
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Zusammenfassung:We prove the Fréchet differentiability with respect to the drift of Perron-Frobenius and Koopman operators associated to time-inhomogeneous ordinary stochastic differential equations. This result relies on a similar differentiability result for pathwise expectations of path functionals of the solution of the stochastic differential equation, which we establish using Girsanov's formula. We demonstrate the significance of our result in the context of dynamical systems and operator theory, by proving continuously differentiable drift dependence of the simple eigen- and singular values and the corresponding eigen- and singular functions of the stochastic Perron-Frobenius and Koopman operators.
ISSN:0951-7715
1361-6544
DOI:10.1088/1361-6544/ab1f2a