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Stochastic generalized Fourier integral operators

Stochastic generalized Fourier integral operators

Michael Oberguggenberger (ORCID: 0000-0002-7340-8651)
  • Grant DOI 10.55776/P27570
  • Funding program Principal Investigator Projects
  • Status ended
  • Start December 1, 2015
  • End November 30, 2019
  • Funding amount € 126,061
  • Project website

Disciplines

Geosciences (5%); Mathematics (95%)

Keywords

    Partial Differential Equations, Random Fields, Fourier integral operators, Stochastic Analysis, Algebras Of Generalized Functions, Wave Propagation In Random Media

Abstract Final report

The goal of the proposed project is to develop a novel method of analyzing wave propagation in media with spatially distributed random perturbations. The program is to establish a stochastic theory for systems of linear hyperbolic partial differential equations (PDEs) or pseudodifferential equations with random field coefficients, based on the modern technique of Fourier integral operators. The project has far reaching implications in the fields of partial differential equations, generalized functions and stochastic analysis. The motivation comes from system identification problems in continuum mechanics and from wave propagation in seismology. The results of the project will aid the mentioned fields in solving the problem of the interplay of irregular stochastic perturbations, wave propagation described by partial differential equations, and the description of the (measurable) stochastic properties of the solutions. The novelty in the project lies in the fact that with the aid of its results the degree of irregularity of the perturbations (and solutions) can be increased to a level which has not been reachable by the existing mathematical theories, but which is dictated by the models used in practical applications. For example, measurement data indicate that random material properties in continuum mechanics as well as medium scale density fluctuations of the earth crust should be modeled by continuous, but non-differentiable random fields, which are too irregular for the classical theory of hyperbolic partial differential equations. The project sets out to solve these problems by placing the equations in algebras of generalized functions on the one hand, and by shifting the stochastic model from the coefficients of the equation to the phase function and amplitude of the Fourier integral operators determining the solution on the other hand. The approach has become possible due to recent progress in Fourier integral operators in algebras of generalized functions, combined with new results in stochastic partial differential equations in the same setting. The project will deliver a novel method for describing the stochastic properties of the solutions in a way that makes them comparable with measurements and will ultimately lay the basis for a new approach to parameter fitting and system identification in the mentioned areas of application. In addition, the project will contribute new methods in generalized functions, in particular, the novel concept of stochastic generalized Fourier integral operators.

The goal of the project was to develop a completely new approach to modelling wave propagation in random media. An acoustic wave propagating in a medium with spatially varying properties encounters disturbances which are of a stochastic nature. In the traditional approach, wave propagation is described through systems of partial differential equations. The randomness enters in variations of the coefficients of the equations. The direct problem is to solve the equations, knowing the coefficients. The inverse problem consists in determining the coefficients, and thereby properties of the material or medium, from knowing the solution. Generally, solutions to the equations describing wave propagation can be represented by so-called Fourier integral operators. The structure of these operators allows one to encode the propagation geometry as well as the wave amplitudes at a given frequency. For example, when the material properties are constant, a point excitation propagates along the light cone. The new idea of the project was to model the randomness of the material not through the coefficients of the equations, but through random variations in the terms of the Fourier integral operators. This approach replaces the computationally expensive task of solving the random partial differential equations by the much cheaper task of evaluating the stochastic Fourier integral operators. The main issues that had to be addressed were: (1) probabilistic properties of the newly introduced stochastic operators, mainly relying on continuous dependence of the values of the solutions on the terms of the operators; (2) the requirement of studying the equations in spaces of generalized functions, due to the high irregularity of the random fluctuations; (3) the choice of suitable types of random field models describing spatial random variations; (4) validation of the concept in certain explicitly solvable cases; (5) establishing how the parameters of the stochastic models relate to empirically measurable solutions in order to be able to solve the inverse problem. One such explicitly solvable model that could be completely described by the newly introduced methods was transport in a so-called Goupillaud medium, a randomly layered medium with layers of ever decreasing thickness. The main bulk of work, however, addressed acoustic waves in linearly elastic materials with spatially randomly changing properties. The stochastic Fourier integral operator solutions could be calibrated by means of Monte Carlo samples of the true responses of the material to the excitation by an acoustic wave, generated by computer simulations. This procedure would allow one to detect changes in the material parameters through monitoring changes in the parameters of the Fourier integral operators. Thereby, the foundations of future applications in material sciences were laid down.

Research institution(s)
  • Universität Innsbruck - 100%
International project participants
  • Maarten V. De Hoop, Rice University Houston - USA

Research Output

  • 14 Citations
  • 12 Publications
  • 9 Disseminations
Publications
  • 2019
    Title Random set solutions to stochastic wave equations
    Type Journal Article
    Author Oberguggenberger M
    Journal Proceedings of Machine Learning Research
    Pages 314 - 323
    Link Publication
  • 2019
    Title Stochastic Fourier Integral Operators and Hyperbolic Differential Equations in Random Media. Theory and Applications. PhD Dissertation, University of Innsbruck
    Type Other
    Author Schwarz
    Link Publication
  • 2019
    Title Deterministic and stochastic damage detection via dynamic response analysis
    DOI 10.48550/arxiv.1906.00797
    Type Preprint
    Author Oberguggenberger M
  • 2019
    Title Generalized stochastic processes in algebras of generalized functions: Independence, stationarity and SPDEs
    DOI 10.1016/j.jmaa.2018.11.088
    Type Journal Article
    Author Gordic S
    Journal Journal of Mathematical Analysis and Applications
    Pages 1196-1214
    Link Publication
  • 2020
    Title On the Measurability of Stochastic Fourier Integral Operators
    DOI 10.1007/978-3-030-36138-9_21
    Type Book Chapter
    Author Oberguggenberger M
    Publisher Springer Nature
    Pages 383-401
  • 2021
    Title Wave propagation in random media, parameter estimation and damage detection via stochastic Fourier integral operators
    DOI 10.1016/j.jsv.2021.116409
    Type Journal Article
    Author Oberguggenberger M
    Journal Journal of Sound and Vibration
    Pages 116409
    Link Publication
  • 2017
    Title Probabilistic properties of generalized stochastic processes in algebras of generalized functions
    DOI 10.1007/s00605-017-1109-z
    Type Journal Article
    Author Gordic S
    Journal Monatshefte für Mathematik
    Pages 609-633
  • 2017
    Title Stochastic Fourier integral operators for damage detection
    Type Conference Proceeding Abstract
    Author Lamplmayr L
    Conference 15th International Probabilistic Workshop & 10th Dresdner Probabilistik Workshop
    Pages 73-84
    Link Publication
  • 2017
    Title Transport in a Stochastic Goupillaud Medium
    DOI 10.1007/978-3-319-51911-1_2
    Type Book Chapter
    Author Baumgartner F
    Publisher Springer Nature
    Pages 19-30
  • 2020
    Title Deterministic and stochastic damage detection via dynamic response analysis
    DOI 10.1016/j.ijar.2020.08.008
    Type Journal Article
    Author Oberguggenberger M
    Journal International Journal of Approximate Reasoning
    Pages 70-83
    Link Publication
  • 2020
    Title Fast Computation of Fourier Integral Operators. Master Thesis, University of Innsbruck
    Type Other
    Author Lamplmayr
  • 2018
    Title Stochastic methods in damage detection
    Type Conference Proceeding Abstract
    Author Oberguggenberger M
    Conference 8th International Workshop on Reliable Engineering Computing
    Pages 1-11
    Link Publication
Disseminations
  • 2018 Link
    Title Fourier integral operators and wave propagation in random media
    Type A talk or presentation
    Link Link
  • 2018 Link
    Title Stochastic transport in the Goupillaud medium, a Colombeau version
    Type A talk or presentation
    Link Link
  • 2019 Link
    Title Parameter Estimation and Damage Detection using Stochastic Fourier Integral Operators
    Type A talk or presentation
    Link Link
  • 2019 Link
    Title Stochastic Fourier Integral Operators
    Type A talk or presentation
    Link Link
  • 2018 Link
    Title Stochastic Methods in Damage Detection
    Type A talk or presentation
    Link Link
  • 2018 Link
    Title Colombeau random variables
    Type A talk or presentation
    Link Link
  • 2017 Link
    Title Stochastic Fourier integral operators in linear elasticity
    Type A talk or presentation
    Link Link
  • 2018 Link
    Title Stochastic Parameter Estimation and Damage Detection with Fourier Integral Operators
    Type A talk or presentation
    Link Link
  • 2019 Link
    Title Random Set Solutions to Stochastic Wave Equations
    Type A talk or presentation
    Link Link

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