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Stochastic Cahn-Hilliard equation: analysis and applications

Stochastic Cahn-Hilliard equation: analysis and applications

Luca Scarpa (ORCID: 0000-0001-6928-8944)
  • Grant DOI 10.55776/M2876
  • Funding program Lise Meitner
  • Status ended
  • Start July 1, 2020
  • End December 31, 2021
  • Funding amount € 159,340
  • Project website

Disciplines

Mathematics (100%)

Keywords

    Stochastic phase-field models, Stochastic models of tumor growth, Convection, Well posedness, Optimal control, Stochastic Cahn-Hilliard equation

Abstract Final report

The project is a study of the stochastic Cahn-Hilliard equation, in terms of mathematical analysis and applications. We will focus on the stochastic convective Cahn-Hilliard equation, where a velocity field acting on the system is taken into account, and study some applications to stochastic phase-field modelling for tumor growth. In the first work package we analyse the stochastic Cahn-Hilliard equation with a convective perturbation in divergence form. We expect to prove well-posedness and regularity, and to perform an optimal velocity control, which amounts to minimizing a cost functional by controlling the velocity field. In the second work package we study a class of stochastic phase-field models for tumor growth, coupling the stochastic Cahn-Hilliard equation (for the difference in volume fractions between necrotic and healthy cells) with a reaction-diffusion equation for the nutrient (glucose). We expect to prove well-posedness and to perform an optimal control problem arising from applications: by administrating an amount of drug, one wants to reach a target configuration of the tumoral region at the end of the treatment in such a way that the amount of given drug is minimal. The approach is based on a generalized variational setting to SPDEs. We will rely on mono- tone and convex analysis in order to deal with rapidly-growing potentials, and we will employ techniques from functional analysis and probability as fixed point arguments, differentiability in Banach spaces and stochastic compactness. The originality of the project is evident at different levels. First of all, the stochastic con- vective Cahn-Hilliard equation is fundamental in phase-transition, as it allows to handle more complex models involving also an evolution equation for the velocity variable, with applications to physics and biology. Despite its crucial role, the equation still lacks of a rigorous mathemat- ical analysis: the proposed study is the first step in this direction, and will be necessary for a deeper treatment of stochastic phase-field models. Secondly, phase-field models for tumor growth have been studied only in the deterministic setting. The possibility of taking into account the uncertainty of the biological phenomenon is crucial, as it is due to unpredictable oscillations at a microscopic level. The second proposed work package will thus provide a more accurate description of the real phenomenon, and will pave the way to studying more accurate models for tumor growth. Due to the interdisciplinary aspect, the project will highly benefit from the collaboration with international researchers: Ulisse Stefanelli (University of Vienna), Carlo Marinelli (University College London), Elisabetta Rocca (University of Pavia) and Carlo Orrieri (University of Trento). This will allow to strengthen the cooperation between Vienna and my country of origin. 1

The main objective of the project was to provide a mathematical analysis of some selected models arising in Physics, Engineering, and Biology in the context of diffuse-interface modelling, by taking into account possible random perturbations. Such models describe the evolution of two-phase materials (e.g. metallic alloys, human tissues) and are based on the so-called Cahn-Hilliard equation. The main novelty brought by the project was to account for unpredictable effects described by stochastic perturbations. In first part of the project some preliminary results were obtained on the stochastic Cahn-Hilliard equation subject to velocity contributions. The second part of the project focused then on direct applications to biology and Medicine, and analysed stochastic diffuse interface models for tumor growth. Here, typical questions arising in tumor treatment were considered: what is the optimal chemotherapy treatment of a patient if the tumor/healhy cells undergo a diffuse interface evolution? Explicit results were given in terms of optimal control of stochastic PDEs.

Research institution(s)
  • Universität Wien - 100%
International project participants
  • Elisabetta Rocca, Università degli studi di Pavia - Italy
  • Carlo Orrieri, Università di Trento - Italy
  • Carlo Marinelli, University College London

Research Output

  • 178 Citations
  • 28 Publications
  • 1 Scientific Awards
Publications
  • 2023
    Title Local asymptotics and optimal control for a viscous Cahn-Hilliard-Reaction-Diffusion model for tumor growth
    DOI 10.48550/arxiv.2311.10457
    Type Preprint
    Author Davoli E
    Link Publication
  • 2020
    Title Parameter identification for nonlocal phase field models for tumor growth via optimal control and asymptotic analysis
    DOI 10.48550/arxiv.2009.11159
    Type Preprint
    Author Rocca E
  • 2020
    Title An alternative proof of well-posedness of stochastic evolution equations in the variational setting
    DOI 10.48550/arxiv.2009.09700
    Type Preprint
    Author Marinelli C
  • 2020
    Title Doubly nonlinear stochastic evolution equations II
    DOI 10.48550/arxiv.2009.08209
    Type Preprint
    Author Scarpa L
  • 2020
    Title Nonlocal-to-Local Convergence of Cahn–Hilliard Equations: Neumann Boundary Conditions and Viscosity Terms
    DOI 10.1007/s00205-020-01573-9
    Type Journal Article
    Author Davoli E
    Journal Archive for Rational Mechanics and Analysis
    Pages 117-149
    Link Publication
  • 2020
    Title Stochastic PDEs via convex minimization
    DOI 10.1080/03605302.2020.1831017
    Type Journal Article
    Author Scarpa L
    Journal Communications in Partial Differential Equations
    Pages 66-97
    Link Publication
  • 2023
    Title Rate-independent stochastic evolution equations: Parametrized solutions
    DOI 10.1016/j.jfa.2023.110102
    Type Journal Article
    Author Scarpa L
    Journal Journal of Functional Analysis
  • 2021
    Title The stochastic Cahn–Hilliard equation with degenerate mobility and logarithmic potential
    DOI 10.1088/1361-6544/abf338
    Type Journal Article
    Author Scarpa L
    Journal Nonlinearity
    Pages 3813-3857
    Link Publication
  • 2021
    Title The Cahn-Hilliard equation with forward-backward dynamic boundary condition via vanishing viscosity
    DOI 10.48550/arxiv.2106.01010
    Type Preprint
    Author Colli P
  • 2021
    Title Analysis and Optimal Velocity Control of a Stochastic Convective Cahn–Hilliard Equation
    DOI 10.1007/s00332-021-09702-8
    Type Journal Article
    Author Scarpa L
    Journal Journal of Nonlinear Science
    Pages 45
    Link Publication
  • 2021
    Title Local asymptotics for nonlocal convective Cahn-Hilliard equations with W 1,1 kernel and singular potential
    DOI 10.1016/j.jde.2021.04.016
    Type Journal Article
    Author Davoli E
    Journal Journal of Differential Equations
    Pages 35-58
    Link Publication
  • 2022
    Title The Cahn--Hilliard Equation with Forward-Backward Dynamic Boundary Condition via Vanishing Viscosity
    DOI 10.1137/21m142441x
    Type Journal Article
    Author Colli P
    Journal SIAM Journal on Mathematical Analysis
    Pages 3292-3315
    Link Publication
  • 2020
    Title Doubly nonlinear stochastic evolution equations
    DOI 10.1142/s0218202520500219
    Type Journal Article
    Author Scarpa L
    Journal Mathematical Models and Methods in Applied Sciences
    Pages 991-1031
    Link Publication
  • 2020
    Title Optimal control of stochastic phase-field models related to tumor growth
    DOI 10.1051/cocv/2020022
    Type Journal Article
    Author Orrieri C
    Journal ESAIM: Control, Optimisation and Calculus of Variations
    Pages 104
    Link Publication
  • 2020
    Title Stochastic PDEs via convex minimization
    DOI 10.48550/arxiv.2004.00337
    Type Preprint
    Author Scarpa L
  • 2020
    Title Bounded solutions and their asymptotics for a doubly nonlinear Cahn–Hilliard system
    DOI 10.1007/s00526-020-1715-9
    Type Journal Article
    Author Bonetti E
    Journal Calculus of Variations and Partial Differential Equations
    Pages 88
    Link Publication
  • 2020
    Title Refined existence and regularity results for a class of semilinear dissipative SPDEs
    DOI 10.1142/s0219025720500149
    Type Journal Article
    Author Marinelli C
    Journal Infinite Dimensional Analysis, Quantum Probability and Related Topics
  • 2020
    Title An order approach to SPDEs with antimonotone terms
    DOI 10.1007/s40072-019-00161-7
    Type Journal Article
    Author Scarpa L
    Journal Stochastics and Partial Differential Equations: Analysis and Computations
    Pages 819-832
    Link Publication
  • 2021
    Title An Extended Variational Theory for Nonlinear Evolution Equations via Modular Spaces
    DOI 10.1137/20m1385251
    Type Journal Article
    Author Menovschikov A
    Journal SIAM Journal on Mathematical Analysis
    Pages 4865-4907
    Link Publication
  • 2021
    Title Rate-independent stochastic evolution equations: parametrized solutions
    DOI 10.48550/arxiv.2109.15208
    Type Preprint
    Author Scarpa L
  • 2021
    Title The Energy-Dissipation Principle for stochastic parabolic equations
    DOI 10.48550/arxiv.2109.05882
    Type Preprint
    Author Scarpa L
  • 2021
    Title Parameter identification for nonlocal phase field models for tumor growth via optimal control and asymptotic analysis
    DOI 10.1142/s0218202521500585
    Type Journal Article
    Author Rocca E
    Journal Mathematical Models and Methods in Applied Sciences
    Pages 2643-2694
    Link Publication
  • 2021
    Title On the Positivity of Local Mild Solutions to Stochastic Evolution Equations
    DOI 10.1007/978-3-030-87432-2_12
    Type Book Chapter
    Author Marinelli C
    Publisher Springer Nature
    Pages 231-245
  • 2020
    Title Analysis and optimal velocity control of a stochastic convective Cahn-Hilliard equation
    DOI 10.48550/arxiv.2007.14735
    Type Preprint
    Author Scarpa L
  • 2020
    Title An extended variational theory for nonlinear evolution equations via modular spaces
    DOI 10.48550/arxiv.2012.05518
    Type Preprint
    Author Menovschikov A
  • 2020
    Title On a class of non-local phase-field models for tumor growth with possibly singular potentials, chemotaxis, and active transport
    DOI 10.48550/arxiv.2002.12702
    Type Preprint
    Author Scarpa L
  • 2022
    Title Doubly nonlinear stochastic evolution equations II
    DOI 10.1007/s40072-021-00229-3
    Type Journal Article
    Author Scarpa L
    Journal Stochastics and Partial Differential Equations: Analysis and Computations
    Pages 307-347
    Link Publication
  • 2021
    Title On a class of non-local phase-field models for tumor growth with possibly singular potentials, chemotaxis, and active transport
    DOI 10.1088/1361-6544/abe75d
    Type Journal Article
    Author Scarpa L
    Journal Nonlinearity
    Pages 3199-3250
    Link Publication
Scientific Awards
  • 2021
    Title Invitation as speaker
    Type Personally asked as a key note speaker to a conference
    Level of Recognition Continental/International

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