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2020 | OriginalPaper | Chapter

3. Simultaneous Determination of Two Coefficients in Itô Diffusion Processes: Theoretical and Numerical Approaches

Authors : Michel Cristofol, Lionel Roques

Published in: Inverse Problems and Related Topics

Publisher: Springer Singapore

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Abstract

In this paper, we consider a one-dimensional Itô diffusion process \(X_t\) with possibly nonlinear drift and diffusion coefficients. In a first part, we show that both coefficients are simultaneously uniquely determined by the observation of the expectation and variance of the process, during a small time interval, and starting from any values \(X_0\) in a given subset of \(\mathrm{I\!R}\). Then in a second part, we present some numerical simulations which illustrate that this type of observation can be used in practice to estimate the coefficients of a diffusion process.

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Literature
1.
go back to reference S. Albeverio, Ph. Blanchard, S. Kusuoka, L. Streit, An inverse problem for stochastic differential equations. J. Stat. Phys. 57(1, 2) (1989) S. Albeverio, Ph. Blanchard, S. Kusuoka, L. Streit, An inverse problem for stochastic differential equations. J. Stat. Phys. 57(1, 2) (1989)
2.
go back to reference G. Bao, C.C. Chen, P. Li, Inverse random source scattering problems in several dimensions. SIAM/ASA J. Uncertaint. Quantif 4, 1263–1287 (2016) G. Bao, C.C. Chen, P. Li, Inverse random source scattering problems in several dimensions. SIAM/ASA J. Uncertaint. Quantif 4, 1263–1287 (2016)
3.
go back to reference M. Belassoued, M. Yamamoto, Inverse source problem for a transmission problem for a parabolic equation. J. Inverse Ill-Posed Probl. 14, 47–56 (2006)MathSciNetCrossRef M. Belassoued, M. Yamamoto, Inverse source problem for a transmission problem for a parabolic equation. J. Inverse Ill-Posed Probl. 14, 47–56 (2006)MathSciNetCrossRef
4.
go back to reference A.L. Bukhgeim, M.V. Klibanov, Uniqueness in the large of a class of multidimensional inverse problems. Soviet Mathematics - Doklady 24, 244–247 (1981) A.L. Bukhgeim, M.V. Klibanov, Uniqueness in the large of a class of multidimensional inverse problems. Soviet Mathematics - Doklady 24, 244–247 (1981)
5.
go back to reference M. Choulli, M. Yamamoto, Uniqueness and stability in determining the heat radiative coefficient, the initial temperature and a boundary coefficient in a parabolic equation. Nonlinear Anal. Theory Methods Appl. 69, 3983–3998 (2008). Elsevier M. Choulli, M. Yamamoto, Uniqueness and stability in determining the heat radiative coefficient, the initial temperature and a boundary coefficient in a parabolic equation. Nonlinear Anal. Theory Methods Appl. 69, 3983–3998 (2008). Elsevier
6.
go back to reference M. Cristofol, P. Gaitan, K. Niinimaki, O. Poisson, Inverse problem for a coupled parabolic system with discontinuous conductivities: one dimensional case. Inverse Probl. Imaging 7, 159–182 (2013)MathSciNetCrossRef M. Cristofol, P. Gaitan, K. Niinimaki, O. Poisson, Inverse problem for a coupled parabolic system with discontinuous conductivities: one dimensional case. Inverse Probl. Imaging 7, 159–182 (2013)MathSciNetCrossRef
7.
go back to reference M. Cristofol, J. Garnier, F. Hamel, L. Roques, Uniqueness from pointwise observations in a multi-parameter inverse problem. Commun. Pur. Appl. Anal. 11, 1–15 (2011)MathSciNetMATH M. Cristofol, J. Garnier, F. Hamel, L. Roques, Uniqueness from pointwise observations in a multi-parameter inverse problem. Commun. Pur. Appl. Anal. 11, 1–15 (2011)MathSciNetMATH
8.
go back to reference M. Cristofol, I. Kaddouri, G. Nadin, L. Roques, Coefficient determination via asymptotic spreading speeds. Inverse Probl. 30, 035005 (2014). IOP Publishing M. Cristofol, I. Kaddouri, G. Nadin, L. Roques, Coefficient determination via asymptotic spreading speeds. Inverse Probl. 30, 035005 (2014). IOP Publishing
9.
go back to reference M. Cristofol, S. Li, E. Soccorsi, Determining the waveguide conductivity in a hyperbolic equation from a single measurement on the lateral boundary. J. Math. Control. Relat. Fields 3, 407–427 (2016)MathSciNetCrossRef M. Cristofol, S. Li, E. Soccorsi, Determining the waveguide conductivity in a hyperbolic equation from a single measurement on the lateral boundary. J. Math. Control. Relat. Fields 3, 407–427 (2016)MathSciNetCrossRef
10.
go back to reference M. Cristofol, L. Roques, Biological invasions: deriving the regions at risk from partial measurements. Math. Biosci. 215, 158–166 (2008)MathSciNetCrossRef M. Cristofol, L. Roques, Biological invasions: deriving the regions at risk from partial measurements. Math. Biosci. 215, 158–166 (2008)MathSciNetCrossRef
11.
go back to reference M. Cristofol, L. Roques, Stable estimation of two coefficients in a nonlinear Fisher-KPP equation. Inverse Probl. 29, 095007 (2013)MathSciNetCrossRef M. Cristofol, L. Roques, Stable estimation of two coefficients in a nonlinear Fisher-KPP equation. Inverse Probl. 29, 095007 (2013)MathSciNetCrossRef
12.
go back to reference M. Cristofol, L. Roques, Simultaneous determination of the drift and diffusion coefficients in stochastic differential equations. Inverse Probl. 33, 095006 (2017)MathSciNetCrossRef M. Cristofol, L. Roques, Simultaneous determination of the drift and diffusion coefficients in stochastic differential equations. Inverse Probl. 33, 095006 (2017)MathSciNetCrossRef
13.
go back to reference M.S. Hussein, D. Leisnic, Simultaneous determination of time and space-dependent coefficients in a parabolic equation. Commun. Nonlinear Sci. Numer. Simul. 33, 194–217 (2016)MathSciNetCrossRef M.S. Hussein, D. Leisnic, Simultaneous determination of time and space-dependent coefficients in a parabolic equation. Commun. Nonlinear Sci. Numer. Simul. 33, 194–217 (2016)MathSciNetCrossRef
14.
go back to reference O.Y. Immanuvilov, M. Yamamoto, Lipschitz stability in inverse parabolic problems by the Carleman estimate. Inverse Probl. 14, 1229–1245 (1998)MathSciNetCrossRef O.Y. Immanuvilov, M. Yamamoto, Lipschitz stability in inverse parabolic problems by the Carleman estimate. Inverse Probl. 14, 1229–1245 (1998)MathSciNetCrossRef
15.
16.
17.
go back to reference P. Niu, S. Lu, J. Cheng, On periodic parameter identification in stochastic differential equation. Inverse Probl. Imaging 13, 513–543 (2019)MathSciNetCrossRef P. Niu, S. Lu, J. Cheng, On periodic parameter identification in stochastic differential equation. Inverse Probl. Imaging 13, 513–543 (2019)MathSciNetCrossRef
18.
19.
go back to reference L. Roques, M.D. Chekroun, M. Cristofol, S. Soubeyrand, M. Ghil, Parameter estimation for energy balance models with memory. Proc. R. Soc. A 470, 20140349 (2014)MathSciNetCrossRef L. Roques, M.D. Chekroun, M. Cristofol, S. Soubeyrand, M. Ghil, Parameter estimation for energy balance models with memory. Proc. R. Soc. A 470, 20140349 (2014)MathSciNetCrossRef
20.
go back to reference L. Roques, M. Cristofol, On the determination of the nonlinearity from localized measurements in a reaction-diffusion equation. Nonlinearity 23, 675–686 (2010)MathSciNetCrossRef L. Roques, M. Cristofol, On the determination of the nonlinearity from localized measurements in a reaction-diffusion equation. Nonlinearity 23, 675–686 (2010)MathSciNetCrossRef
21.
go back to reference L. Roques, M. Cristofol, The inverse problem of determining several coefficients in a nonlinear Lotka-Volterra system. Inverse Probl. 28, 075007 (2012)MathSciNetCrossRef L. Roques, M. Cristofol, The inverse problem of determining several coefficients in a nonlinear Lotka-Volterra system. Inverse Probl. 28, 075007 (2012)MathSciNetCrossRef
22.
go back to reference H. Sorensen, Parametric inference for diffusion processes observed at discrete points in time: a survey. Int. Stat. Rev. 72, 337–354 (2003)CrossRef H. Sorensen, Parametric inference for diffusion processes observed at discrete points in time: a survey. Int. Stat. Rev. 72, 337–354 (2003)CrossRef
23.
go back to reference M. Yamamoto, Carleman estimates for parabolic equations and applications. Inverse Probl. 25, 123013 (2009). IOP Publishing M. Yamamoto, Carleman estimates for parabolic equations and applications. Inverse Probl. 25, 123013 (2009). IOP Publishing
24.
go back to reference M. Yamamoto, J. Zou, Simultaneous reconstruction of the initial temperature and heat radiative coefficient. Inverse Probl. 17, 1181–1202 (2001)MathSciNetCrossRef M. Yamamoto, J. Zou, Simultaneous reconstruction of the initial temperature and heat radiative coefficient. Inverse Probl. 17, 1181–1202 (2001)MathSciNetCrossRef
Metadata
Title
Simultaneous Determination of Two Coefficients in Itô Diffusion Processes: Theoretical and Numerical Approaches
Authors
Michel Cristofol
Lionel Roques
Copyright Year
2020
Publisher
Springer Singapore
DOI
https://doi.org/10.1007/978-981-15-1592-7_3

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