Abstract
We consider a perturbation of a Hilbert space-valued Ornstein–Uhlenbeck process by a class of singular nonlinear non-autonomous maximal monotone time-dependent drifts. The only further assumption on the drift is that it is bounded on balls in the Hilbert space uniformly in time. First we introduce a new notion of generalized solutions for such equations which we call pseudo-weak solutions and prove that they always exist and obtain pathwise estimates in terms of the data of the equation. Then we prove that their laws are absolutely continuous with respect to the law of the original Ornstein–Uhlenbeck process. In particular, we show that pseudo-weak solutions always have continuous sample paths. In addition, we obtain integrability estimates of the associated Girsanov densities. Some of our results concern non-random equations as well, while probabilistic results are new even in finite-dimensional autonomous settings.
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Acknowledgements
The authors thank G. Da Prato, M. Hairer, M. Hinz and N. Krylov for helpful discussions and suggestions. The authors are grateful to anonymous referees for corrections and suggested improvements to the paper.
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M. Gordina: Research was supported in part by NSF Grant DMS-1712427, and a Simons Fellowship. M. Röckner: Research was supported in part by the German Science Foundation (DFG) through CRC 1283. A. Teplyaev: Research was supported in part by NSF Grant DMS-1613025.
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Gordina, M., Röckner, M. & Teplyaev, A. Ornstein–Uhlenbeck processes with singular drifts: integral estimates and Girsanov densities. Probab. Theory Relat. Fields 178, 861–891 (2020). https://doi.org/10.1007/s00440-020-00991-w
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DOI: https://doi.org/10.1007/s00440-020-00991-w
Keywords
- Ornstein–Uhlenbeck process
- Singular perturbation
- Nonlinear infinite-dimensional stochastic differential equations
- Non-Lipschitz monotone coefficients
- Girsanov theorem