Skip to main content
Log in

Equivalence of the probability measures generated by the solutions of nonlinear evolution differential equations in a Hilbert space, disturbed by Gaussian processes. Part I

  • Published:
Cybernetics and Systems Analysis Aims and scope

Abstract

Nonlinear evolution differential equations with unbounded linear operators of disturbance by Gaussian random processes are considered in an abstract Hilbert space. For the Cauchy problem for the differential equations, the sufficient existence and uniqueness conditions for their solutions are proved and the sufficient conditions for the equivalence of the probability measures generated by these solutions are derived. Moreover, the corresponding Radon–Nikodym densities are calculated explicitly in terms of the coefficients or characteristics of the considered differential equations.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  1. V. V. Baklan and A. D. Shatashvili, “Absolute continuity conditions for probability measures corresponding to Gaussian random processes in a Hilbert space,” DAN USSR, No. 1, 23–26 (1965).

  2. V. V. Baklan and A. D. Shatashvili, “Transformations of Gaussian measures for nonlinear transformations in a Hilbert space,” DAN USSR, No. 9, 1115–1117 (1965).

  3. Yu. L. Daletskii and Ya. I. Belopol’skaya, Stochastic Equations and Differential Geometry [in Russian], Vyshcha Shkola, Kyiv (1989).

    Google Scholar 

  4. Yu. L. Daletskii and G. A. Sokhadze, Equivalence of Measures Shifted Along the Trajectory of a Vector Field [in Russian], Prepr. 87.53 Inst. Mat. AN USSR, Kyiv (1987).

  5. Yu. L. Daletskii and G. A. Sokhadze, “Absolute continuity of smooth measures,” Funkts. Analiz i ego Prilozheniya, 22, Issue 2, 77–78 (1988).

    MathSciNet  Google Scholar 

  6. Yu. L. Daletskii and S. V. Fomin, Measures and Differential Equations in Infinite-Dimensional Spaces [in Russian], Nauka, Moscow (1983).

    Google Scholar 

  7. Yu. L. Daletskii and A. D. Shatashvili, “Optimal prediction of random variables nonlinearly related to Gaussian ones,” Teoriya Sluch. Processov, Issue 3, 30–33 (1975).

    Google Scholar 

  8. Yu. L. Daletskii and A. D. Shatashvili, “The characteristic functional of conditional distribution,” Teoriya Sluch. Processov, Issue 4, 49–51 (1976).

    Google Scholar 

  9. A. V. Skorohod and A. D. Shatashvili, “Absolute continuity of Gaussian measures in nonlinear transformations,” Teoriya Veroyatn. Mat. Statistika, Issue 15, 139–151 (1976).

  10. G. A. Sokhadze, “Absolute continuity of the measures corresponding to solutions of second-order differential equations with unbounded operators,” in: Proc. Conf. Young Scientists on Mathematics and Mechanics [in Russian], Tbilisi (1976), pp. 121–124.

  11. G. A. Sokhadze, Absolute Continuity of the Measures Generated by the Solutions of Some Boundary-Value Problems of Mathematical Physics [in Russian], Dep. in VINITI Nov. 10, 1978, No. 2442, Moscow (1978).

  12. G. A. Sokhadze, “Extrapolation formulas to solve differential equations with Gaussian perturbations,” in: Abstracts of Papers Read at the 8th Conf. of Mathematicians from High Schools of the GSSR [in Russian], Kutaisi (1979), pp. 137–139.

  13. G. A. Sokhadze, “The measures generated by solutions of nonlinear elliptic equations with Gaussian perturbations,” Teoriya Sluch. Processov, Issue 8, 117–121 (1980).

  14. G. A. Sokhadze, “Equivalence of the measures generated by solutions of systems of elliptic differential equations,” in: Proc. Rep. Conf. Young Scientists and Experts on Topical Problems in Applied Math. and Mechanics [in Russian], Tbilisi (1983), pp. 156–160.

  15. G. A. Sokhadze, “The measures generated by solutions of a characteristic problem with random perturbation,” in: Abstracts of Papers Read at the 20th Colloquium School in Probability Theory and Math. Statistics [in Russian], Tbilisi (1986), pp. 105–106.

  16. G. A. Sokhadze, “Absolutely continuous transformations of a Gaussian measure in a Hilbert space,” Izv. Vuzov., Mat., No. 4 (299), 65–68 (1987).

  17. G. A. Sokhadze, “Absolute continuity of the distributions of solutions of equations with random noise,” in: Statistics and Control of Random Processes [in Russian], Nauka, Moscow (1989), pp. 195–198.

  18. G. A. Sokhadze and A. D. Shatashvili, “Equivalence of Gaussian measures for nonlinear transformations in a Hilbert space,” Dokl. AN SSSR, 240, No. 4, 790–793 (1978).

    MathSciNet  Google Scholar 

  19. G. A. Sokhadze and A. D. Shatashvili, “Nonlinear transformations of Gaussian measures in a Hilbert space,” Teoriya Sluch. Processov, Issue 7, 109–114 (1979).

    Google Scholar 

  20. G. A. Sokhadze and A. D. Shatashvili, “Equivalence of the distributions of random fields related to a Gaussian field by nonlinear differential equations,” in: Abstracts of Papers Read at the 4th Conf. of Mathematicians from High Schools of the GSSR, Batumi (1981).

  21. T. A. Fomina and A. D. Shatashvili, “Equivalence of measures for some linear and nonlinear evolution transformations of Gaussian processes in Euclidean and Hilbert spaces,” Prykl. Statistika. Aktuarna ta Finansova Matem., No. 2, 105–119 (2000).

  22. T. A. Fomina and A. D. Shatashvili, “Some necessary and sufficient conditions for the equivalence of two Gaussian measures induced by the solutions of differential equations in Euclidean and Hilbert spaces,” Prykl. Statistika. Aktuarna ta Finansova Matem., No. 1, 61–80 (2002).

  23. T. A. Fomina and A. D. Shatashvili, “The measures generated by equations with random coefficients,” Prykl. Statistika. Aktuarna ta Finansova Matem., No. 2, 61–80 (2002).

  24. T. A. Fomina and A. D. Shatashvili, “Some necessary and sufficient conditions of the equivalence of two Gaussian measures induced by solutions of differential equations in an Euclid and a Hilbert spaces,” Random Oper. and Stoch. Equ., 11, No. 4, 351–370 (2003).

    Article  MathSciNet  MATH  Google Scholar 

  25. G. A. Sokhadze, T. A. Fomina, and A. D. Shatashvili, “On measures generated by equations with random coefficients,” Random Oper. and Stoch. Equ., 11, No. 3, 267–274 (2003).

    Article  MathSciNet  MATH  Google Scholar 

  26. A. D. Shatashvili, “Transformation of Gaussian measures for linear transformations,” DAN USSR, No. 4, 437–440 (1963).

  27. A. D. Shatashvili, “Nonlinear transformations of continuum integrals with respect to Gaussian measures,” DAN USSR, No. 6, 717–719 (1963).

  28. A. D. Shatashvili, “Absolute continuity of the measures corresponding to Gaussian processes in case of linear transformation,” Tr. Vych. Tsentra AN GSSR, No. 3, 241–248 (1963).

  29. A. D. Shatashvili, “Some nonlinear transformations of continuum integrals with respect to Gaussian measures,” in: Abstracts of Papers Read at the 7th All-Union Meeting on Probability Theory and Math. Statistics [in Russian], Tbilisi (1963), pp. 92–94.

  30. A. D. Shatashvili, “A class of absolutely continuous nonlinear transformations of Gaussian measures,” Tr. Vych. Tsentra AN GSSR, 5, No. 1, 69–105 (1965).

    MATH  Google Scholar 

  31. A. D. Shatashvili, “Absolute continuity of Gaussian measures in some functional spaces,” Soobshch. AN GSSR, 11, No. 2, 277–284 (1966).

    Google Scholar 

  32. A. D. Shatashvili, “Densities of measures corresponding to solutions of stochastic differential equations subject to Gaussian processes,” Tr. Vych. Tsentra AN GSSR, 7, No. 1, 43–58 (1966).

    Google Scholar 

  33. A. D. Shatashvili, “Absolute continuity conditions for measures corresponding to solutions of systems of differential equations subject to Gaussian processes,” Mat. Fiz., No. 4, 198–199 (1967).

  34. A. D. Shatashvili, “Optimal prediction for a class of random processes,” Teoriya Veroyatn. Mat. Statistika, Issue 1, 222–239 (1970).

    Google Scholar 

  35. A. D. Shatashvili, “Nonlinear filtration for the solution of some stochastic differential equations,” Kibernetika, No. 3, 97–102 (1970).

  36. A. D. Shatashvili, “Multidimensional optimal prediction and filtration of one class of multidimensional random processes,” Mat. Fiz., No. 7, 178–185 (1970).

    Google Scholar 

  37. A. D. Shatashvili, “Optimal extrapolation and filtration for one class of random processes. I,” Teoriya Veroyatn. Mat. Statistika, Issue 2, 235–253 (1970).

  38. A. D. Shatashvili, “Optimal extrapolation and filtration for one class of random processes. II,” Teoriya Veroyatn. Mat. Statistika, Issue 3, 211–231 (1970).

    Google Scholar 

  39. A. D. Shatashvili, “Prediction and filtration of the functionals of solutions of nonlinear differential equations with random functions,” Dokl. AN SSSR, 194, No. 1, 35–37 (1970).

    Google Scholar 

  40. A. D. Shatashvili, “Densities of measures corresponding to the solutions of some differential equations with random coefficients,” Dokl. AN SSSR, 194, No. 2, 275–277 (1970).

    Google Scholar 

  41. A. D. Shatashvili, “Transformation of measures in a Hilbert space by linear differential equations,” Teoriya Sluch. Processov, Issue 2, 113–120 (1973).

    Google Scholar 

  42. A. D. Shatashvili, “Transformations of a Gaussian measure in a Hilbert space generated by differential equations,” Teoriya Sluch. Processov, Issue 2, 120–128 (1973).

    Google Scholar 

  43. Yu. M. Berezanskii, Eigenfunction Expansion of Self-Adjoint Operators [in Russian], Naukova Dumka, Kyiv (1965).

    Google Scholar 

  44. T. A. Fomina and A. D. Shatashvili, “Equivalence of the probability measures induced by solutions of nonlinear differential equations in a Euclidean space, perturbed by random Gaussian fields,” Prykl. Statystyka. Aktuarna ta Finansova Matem., No. 1, 106–124 (2007).

  45. S. G. Krein, “Linear differential equations in Banach space,” in: Translations of Mathematical Monographs, Vol. 29, AMS (1972).

  46. I. I. Gikhman and A. V. Skorohod, Theory of Random Processes, Vol. 1 [in Russian], Nauka, Moscow (1971).

    Google Scholar 

  47. X. Ding, “On global random solutions for random integral and differential equations in Banach spaces,” Zbornik Radova Universiteta, No. 2(14), 101–109 (1984).

  48. D. Kravvaritis, “Nonlinear random equations with noncoercive operators in Banach spaces,” J. Math. Analysis and Applications, No. 120, 572–583 (1986).

  49. A. N. Kolmogorov and S. V. Fomin, Elements of the Theory of Functions and Functional Analysis [in Russian], Fizmatgiz, Moscow (1968).

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to A. A. Fomin-Shatashvili.

Additional information

Translated from Kibernetika i Sistemnyi Analiz, No. 6, pp. 89–101, November–December 2011.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Fomin-Shatashvili, A.A., Fomina, T.A. & Shatashvili, A.D. Equivalence of the probability measures generated by the solutions of nonlinear evolution differential equations in a Hilbert space, disturbed by Gaussian processes. Part I. Cybern Syst Anal 47, 907–918 (2011). https://doi.org/10.1007/s10559-011-9370-y

Download citation

  • Received:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10559-011-9370-y

Keywords

Navigation