Abstract
In a companion paper, the authors have characterized all deterministic semigroups, and all Markov semigroups, whose trajectories are Carathéodory solutions to a given ODE \(\dot{x} = f(x)\), where f is a possibly discontinuous, regulated function. The present paper establishes two approximation results. Namely, every deterministic semigroup can be obtained as the pointwise limit of the flows generated by a sequence of ODEs \(\dot{x}=f_n(x)\) with smooth right hand sides. Moreover, every Markov semigroup can be obtained as limit of a sequence of diffusion processes with smooth drifts and with diffusion coefficients approaching zero.
Similar content being viewed by others
References
Aizenman, M.: On vector fields as generators of flows: a counterexample to Nelson’s conjecture. Ann. Math. 107, 287–296 (1978)
Alberti, G., Bianchini, S., Crippa, G.: A uniqueness result for the continuity equation in two dimensions. J. Eur. Math. Soc. 16, 201–234 (2014)
Ambrosio, L.: Transport equation and Cauchy problem for BV vector fields. Invent. Math. 158, 227–260 (2004)
Aubin, J.P., Cellina, A.: Differential Inclusions, Set-Valued Maps and Viability Theory. Springer, Berlin (1984)
Bianchini, S., Bonicatto, P.: A uniqueness result for the decomposition of vector fields in \({{\mathbb{R}}}^d\). Invent. Math. 220, 255–393 (2020)
Binding, P.: The differential equation \(\dot{x}=f \circ x\). J. Differ. Equ. 31, 183–199 (1979)
Bressan, A., Mazzola, M., Nguyen, K.T.: Markovian solutions to discontinuous ODEs. J. Dyn. Differ. Equ. (2021)
Cellina, A.: Approximation of set valued functions and fixed point theorems. Ann. Mat. Pura Appl. 82, 17–24 (1969)
Cellina, A.: Multivalued differential equations and ordinary differential equations. SIAM J. Appl. Math. 18, 533–538 (1970)
Crippa, G., Gusev, N., Spirito, S., Wiedemann, E.: Non-uniqueness and prescribed energy for the continuity equation. Commun. Math. Sci. 13, 1937–1947 (2015)
Ciampa, G., Crippa, G., Spirito, S.: Smooth approximation is not a selection principle for the transport equation with rough vector field. Calc. Var. Partial Differ. Equ. 59(1), 13 (2020)
Biles, D.C., Federson, M., Pouso, R.L.: A survey of recent results for the generalizations of ordinary differential equations. Abstr. Appl. Anal. 260409 (2014)
DiPerna, R., Lions, P.L.: Ordinary differential equations, transport theory and Sobolev spaces. Invent. Math. 98, 511–547 (1989)
Dovetta, S., Marconi, E., Spinolo, L.V.: Initial-boundary value problems for merely bounded nearly incompressible vector fields in one space dimension. arXiv:2105.11157
Filippov, A.: Differential equations with discontinuous right-hand side. Am. Math. Soc. Transl. 199–231 (1964)
Flandoli, F., Langa, J.: Markov attractors: a probabilistic approach to multivalued flows. Stoch. Dyn. 8, 59–75 (2008)
Gihman, I.I., Skorohod, A.V.: The Theory of Stochastic Processes, Vols. I, II, and III, Springer-Verlag, Berlin, 1974, 1975, and 1979
Gusev, N.A.: On the one-dimensional continuity equation with a nearly incompressible vector field. Commun. Pure Appl. Anal. 18, 559–568 (2019)
Karlin, S., Taylor, H.M.: A Second Course in Stochastic Processes. Academic Press, New York-London (1981)
Modena, S., Székelyhidi, L.: Non-uniqueness for the transport equation with Sobolev vector fields. Ann. PDE 4(2), 18 (2018)
Oksendal, B.: Stochastic Differential Equations, An Introduction with Applications, 5th edn. Springer (2003)
Protter, M.H., Weinberger, H.F.: Maximum Principles in Differential Equations. Prentice-Hall, Englewood Cliffs (1967)
Stroock, D.W., Varadhan, S.R.S.: Multidimensional Diffusion Processes. Springer, Berlin (1979)
Weinan, E., Vanden-Eijnden, E.: A note on generalized flows. Phys. D 183, 159–174 (2003)
Acknowledgements
This research by K. T. Nguyen was partially supported by a Grant from the Simons Foundation/SFARI (521811, NTK).
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Conflict of interest
The authors declare that they have no conflict of interest.
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Bressan, A., Mazzola, M. & Nguyen, K.T. Diffusion Approximations of Markovian Solutions to Discontinuous ODEs. J Dyn Diff Equat (2023). https://doi.org/10.1007/s10884-023-10250-w
Received:
Revised:
Accepted:
Published:
DOI: https://doi.org/10.1007/s10884-023-10250-w