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On stochastic partial differential equations. Results on approximations

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Topics in Stochastic Systems: Modelling, Estimation and Adaptive Control

Part of the book series: Lecture Notes in Control and Information Sciences ((LNCIS,volume 161))

Abstract

We consider second order stochastic linear partial differential equations of parabolic type driven by continuous semimartingales. Approximating the driving process by continuous semimartingales in the topology of uniform convergences we get, under some conditions, the convergence of the resulting solutions to the solution of the original equation understood in Stratonovich's sense. Hence we establish a support theorem for SPDEs which is a generalization of the well known support theorem of Stroock and Varadhan. We present our results for SPDEs where the differential operators are given in terms of derivatives along certain vector fields in place of derivatives with respect to fixed coordinate vectors. By virtue of this generality we can treat, in particular, the case of SPDEs with unbounded coefficients which is important from the point of view of applications. We apply the results presented here to the problems of approximating both the nonlinear filter of partially observed diffusion processes and the equation of the hydromagnetic dynamo. This work is based on the papers [10]–[13]. The paper is organised as follows:

  1. 1.

    Second order SPDEs with unbounded coefficients

  2. 2.

    Approximations of SPDEs

  3. 3.

    Theorems on supports

  4. 4.

    Applications to nonlinear filtering

  5. 5.

    An application to a stochastic model of the hydromagnetic dynamo

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References

  1. J. S. Baras, G. L. Blankenship and W. E. Hopkins, Existence, uniqueness and asymptotic behaviour of solutions to a class of Zakai equations with unbounded coefficients, IEEE Trans. A. C. 28 (1983), 203–214.

    Article  Google Scholar 

  2. A. Bensoussan and J. L. Lions, Applications of variational inequalities in stochastic control, North-Holland Publ. Co., Amsterdam-New York-Oxford, 1982.

    Google Scholar 

  3. Z. Breźniak, M. Capiński and F. Flandori, A convergence result for stochastic partial differential equations, Vol. 24, N. 4 (1988), 423–445.

    Google Scholar 

  4. M. Chaleyat-Maurel and D. Michel, The support of the law of a filter in C topology, in Stochastic differential systems, stochastic control theory and applications. The IMA volumes in mathematics and its applications, Vol. 10, Springer Verlag, 1987.

    Google Scholar 

  5. M. Chaleyat-Maurel and D. Michel, A Stroock-Varadhan support theorem in non-linear filtering theory, Probability Theory and Related Fields, 84 (1990), No 1, 119–139

    Article  Google Scholar 

  6. M. Chaleyat-Maurel and D. Michel, The support of the density of a filter in the uncorrelated case, in Stochastic Partial Differential Equations and Applications II, Proceedings Trento 1988, Lecture Notes in Mathematics, 1390 (1989).

    Google Scholar 

  7. P. Cannarsa and V. Vespri, Existence and uniqueness results for a nonlinear stochastic partial differential equation, in: Stochastic Partial Differential Equations and Applications Proceedings, G. Da Prato and L. Tubaro (eds.), Lecture Notes in Math. 1236, pp. 1–24, Springer Verlag, 1987.

    Google Scholar 

  8. W. H. Fleming and S. K. Mitter, Optimal control and nonlinear filtering for non-degenerate diffusion processes, Stochastics 8 (1982), 63–77.

    Google Scholar 

  9. P. Florchinger, Zakai equation of nonlinear filtering with unbounded coefficients, to appear in the Proceedings of the Workshop on Stochastic Partial Differential Equations and Applications III, Trento (Italy) 1990.

    Google Scholar 

  10. I. Gyöngy and N. V. Krylov, Stochastic partial differential equations with unbounded coefficients and applications I, Stochastics and Stochastics Reports, Vol. 32, (1990), 53–91.

    Google Scholar 

  11. I. Gyöngy and N. V. Krylov, Stochastic partial differential equations with unbounded coefficients and applications II, Stochastics and Stochastics Reports, Vol. 32, (1990), 165–180.

    Google Scholar 

  12. I. Gyöngy and N. V. Krylov, Stochastic partial differential equations with unbounded coefficients and applications III, to appear.

    Google Scholar 

  13. I. Gyöngy and N. V. Krylov, On stochastic partial differential equations with unbounded coefficients, to appear in the Proceedings of the Workshop on “Stochastic Partial Differential Equations and Applications III” held in Trento, 1990.

    Google Scholar 

  14. I. Gyöngy, On the approximations of stochastic partial differential equations I, Stochastics, Vol. 25 (1988), 129–164.

    Google Scholar 

  15. I. Gyöngy, On the approximations of stochastic partial differential equations II, Stochastics, Vol. 26 (1989), 129–164.

    Google Scholar 

  16. I. Gyöngy, The stability of stochastic partial differential equations and applications. Theorems on supports, in in Stochastic Partial Differential Equations and Applications II, Proceedings, Trento 1988, Lecture Notes in Mathematics 1390 (1989).

    Google Scholar 

  17. I. Gyöngy, The stability of stochastic partial differential equations I, Stochastics and Stochastics Reports, Vol. 27 (1989) 129–150.

    Google Scholar 

  18. I. Gyöngy, The stability of stochastic partial differential equations II, Stochastics and Stochastics Reports, Vol. 27 (1989) 189–233.

    Google Scholar 

  19. G. Kallianpur and R. L. Karandikar, The nonlinear filtering problem for the unbounded case, Stochastic Processes and their Applications 18 (1981), 57–66.

    Article  Google Scholar 

  20. N. V. Krylov and B. L. Rozovskii, Ito equations in Banach spaces, Itogi nauki, Teor. verojatn. 14, Moscow (1979), 72–147 (in Russian).

    Google Scholar 

  21. N. V. Krylov and B. L. Rozovskii, On Cauchy problem for linear stochastic partial differential equations, Math. USSR Izvestija 11 (1977), 1267–1284.

    Google Scholar 

  22. N. V. Krylov and B. L. Rozovskii, On characteristic of degenerate parabolic Ito equation of second-order, in “Trudy Seminara i. I. G. Petrovskogo” V. 8 (1982), 153–168 (in Russian).

    Google Scholar 

  23. V. Mackevičius, S p stability of symmetric stochastic differential equations, Lietuvos Matematikos Rinkinys 25 (1985), 72–84 (in Russian).

    Google Scholar 

  24. V. Mackevičius, On the support of the solution of stochastic differential equations, Lietuvos Matematikos Rinkinys 25 (1986), 91–98 (in Russian).

    Google Scholar 

  25. E. Pardoux, Équations aux dérivées partielles stochastiques non linéaries monotones. Etude des solutions forte de type Ito. Thèse Université de Paris Sud, Orsay (1975).

    Google Scholar 

  26. E. Pardoux, Stochastic partial differential equations and filtering of diffusion processes, Stochastics 3 (1979), 127–167.

    Google Scholar 

  27. E. Pardoux, Sur les équations aux dérivées partielles stochastiques de type parabolique, in Colloque en l'honneur de L. Schwartz, Vol. 2, Astérisque 132, 71–87, SMF 1985.

    Google Scholar 

  28. E. Pardoux, Equations du filtrage non linéaire de la prédiction et du lissage, Stochastics 6 (1982), 193–231.

    Google Scholar 

  29. E. Pardoux, Filtrage non-linéaire et équations aux dérivées partielles stochastiques associées, École d'été de Probabilités de Saint-Flour 1989.

    Google Scholar 

  30. O. G. Purtukhia, On the equations of filtering of multi-dimensional diffusion processes (unbounded coefficients), Theis, Moscow, Lomonosov University 1984 (in Russian).

    Google Scholar 

  31. O. G. Purtukhia, Innovation problem for degenerate diffusion processes (unbounded coefficients), Uspekhi Math. Nauk 39, No 4 (1984) (in Russian).

    Google Scholar 

  32. O. G. Purtukhia, On the representation of the solution of the Cauchy problem, Abstracts of the XVIIIth School-Seminar in Probability Theory and Statistics, Bakhuriani, 1984, p. 40 (in Russian).

    Google Scholar 

  33. O. G. Purtukhia, On the Cauchy problem for linear stochastic partial differential equations (unbounded coefficients), in: Stochastic Analysis and Asymptotic Problems in Probability Theory and Statistics, Metziereba, Tbilisi 1984, pp. 57–71 (in Russian).

    Google Scholar 

  34. B. L. Rozovskii, Stochastic Evolution Systems, The theory of linear equations with applications to the statistics of stochastic processes. Nauka, Moscow, 1983 (in Russian).

    Google Scholar 

  35. B. L. Rozovskii, To the mathematical Theory of Hydromagnetic Dynamo in Random Flow, Doklady Ak. Nauk USSR, No. 6 (1987) 1311–1314 (in Russian).

    Google Scholar 

  36. B. L. Rozovskii, Some results on a diffusion approximation to the induction equation, to appear in the Proceedings of the Workshop on Stochastic Partial Differential Equations and Applications III, Trento (Italy) 1990.

    Google Scholar 

  37. S. J. Sheu, Solutions of certain parabolic equations with unbounded coefficients and its applications to nonlinear filtering, Stochastics 10 (1983), 31–46.

    Google Scholar 

  38. D. W. Stroock and S. R. S. Varadhan, On the support of diffusion processes with applications to strong maximum principle, Proc. Sixth Berkeley Symp. Math. Statist. Prob. III, (1972), 333–359, University of California Press.

    Google Scholar 

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L. Gerencséer P. E. Caines

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© 1991 Springer-Verlag

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Gyöngy, I. (1991). On stochastic partial differential equations. Results on approximations. In: Gerencséer, L., Caines, P.E. (eds) Topics in Stochastic Systems: Modelling, Estimation and Adaptive Control. Lecture Notes in Control and Information Sciences, vol 161. Springer, Berlin, Heidelberg. https://doi.org/10.1007/BFb0009302

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  • DOI: https://doi.org/10.1007/BFb0009302

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