Abstract
In this paper we study the convergence of solutions for (possibly degenerate) stochastic differential equations driven by Lévy processes, when the coefficients converge in some appropriate sense. First, we prove, by means of a superposition principle, a limit theorem of stochastic differential equations driven by Lévy processes. Then we apply the result to a type of nonlinear filtering problems and obtain the convergence of the nonlinear filterings.
Similar content being viewed by others
References
Applebaum, D.: Lévy Processes and Stochastic Calculus, 2nd edn. Cambridge University Press, Cambridge (2009)
Bhatt, A.G., Kallianpur, G., Karandikar, R.L.: Uniqueness and robustness of solution of measure-valued equations of nonlinear filtering. Ann. Probab. 23, 1895–1938 (1995)
Bhatt, A.G., Kallianpur, G., Karandikar, R.L.: Robustness of the optimal filter. Stoch. Process. Appl. 81, 247–254 (1999)
Bhatt, A.G., Karandikar, R.L.: Robustness of the nonlinear filter: the correlated case. Stoch. Process. Appl. 97, 41–58 (2002)
Fournier, N., Xu, L.: On the equivalence between some jum** SDEs with rough coefficients and some non-local PDEs. Ann. Inst. Henri Poincare Probab. Stat. 55, 1163–1178 (2019)
Ikeda, N., Watanabe, S.: Stochastic Differential Equations and Diffusion Processes, 2nd edn. North-Holland, Amsterdam (1989)
Jacod, J.: Calcul stochastique et problèmes de martingales. Lecture Notes in Mathematics, vol. 714. Springer, Berlin (1979)
Jacod, J., Shiryaev, A.N.: Limit Theorems for Stochastic Processes, 2nd edn. Springer, Berlin (2003)
Karatzas, I., Shreve, S.E.: Brownian Motion and Stochastic Calculus, 2nd edn, Graduate Texts in Mathematics, vol. 113, pp. 284–295. Springer, New York (2005)
Qiao, H.: Euler–Maruyama approximation for SDEs with jumps and non-Lipschitz coefficients. Osaka J. Math 51, 47–66 (2014)
Qiao, H.: Limit theorems of stochastic differential equations with jumps, ar**v:2002.00024
Qiao, H., Duan, J.: Nonlinear filtering of stochastic dynamical systems with Lévy noises. Adv. Appl. Probab. 47, 902–918 (2015)
Qiao, H., Duan, J.: Stationary measure for stochastic differential equations with jumps. Stochastics 88, 864–883 (2016)
Qiao, H., Zhang, X.: Homeomorphism flows for non-Lipschitz stochastic differential equations with jumps. Stoch. Process. Appl. 118, 2254–2268 (2008)
Röckner, M., **e, L., Zhang, X.: Superposition principle for non-local Fokker–Planck operators. Probab. Theory Relat. Fields 178, 699–733 (2020)
Sato, K.: Lévy Processes and Infinitely Divisible Distributions. Cambridge University Press, Cambridge (1999)
Stroock, D.W., Varadhan, S.R.S.: Multidimensional Diffusion Processes. Grundlehren Math. Wiss., vol. 233. Springer, Berlin (1979)
Zhang, X.: Degenerate irregular SDEs with jumps and application to integro-differential equations of Fokker–Planck type. Electron. J. Probab. 18, 1–25 (2013)
Acknowledgements
The author is very grateful to Professor Renming Song for valuable discussions. Moreover, the author also would like to thank the anonymous referee for giving useful suggestions to improve this paper.
Author information
Authors and Affiliations
Corresponding author
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
This work was partly supported by NSF of China (Nos. 11001051, 11371352, 12071071) and China Scholarship Council under Grant No. 201906095034.
Rights and permissions
About this article
Cite this article
Qiao, H. Limit theorems of SDEs driven by Lévy processes and application to nonlinear filtering problems. Nonlinear Differ. Equ. Appl. 29, 8 (2022). https://doi.org/10.1007/s00030-021-00741-4
Received:
Accepted:
Published:
DOI: https://doi.org/10.1007/s00030-021-00741-4
Keywords
- Lévy processes
- Non-local Fokker–Planck equations
- Superposition principles
- Nonlinear filtering problems
- The robustness