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Hou, Mingyi
Publications (6 of 6) Show all publications
Hou, M. (2026). Boundedness of weak solutions to degenerate Kolmogorov equations of hypoelliptic type in bounded domains. Journal of Differential Equations, 453, Article ID 113794.
Open this publication in new window or tab >>Boundedness of weak solutions to degenerate Kolmogorov equations of hypoelliptic type in bounded domains
2026 (English)In: Journal of Differential Equations, ISSN 0022-0396, E-ISSN 1090-2732, Vol. 453, article id 113794Article in journal (Refereed) Published
Abstract [en]

We establish the boundedness of weak subsolutions for a class of degenerate Kolmogorov equations of the hypoelliptic type, compatible with a homogeneous Lie group structure, within bounded product domains using the De Giorgi iteration. We employ the renormalization formula to handle boundary values and provide energy estimates. An – type embedding estimate derived from the fundamental solution is utilized to incorporate lower-order divergence terms. This work naturally extends the boundedness theory for uniformly parabolic equations, with matching exponents for the coefficients.

Place, publisher, year, edition, pages
Elsevier, 2026
Keywords
Kolmogorov equation, hypoelliptic, ultraparabolic, Fokker--Planck, weak solution, boundedness, regularity, Sobolev embedding.
National Category
Mathematical Analysis
Research subject
Mathematics
Identifiers
urn:nbn:se:uu:diva-553107 (URN)10.1016/j.jde.2025.113794 (DOI)001584188100001 ()2-s2.0-105016820754 (Scopus ID)
Available from: 2025-03-24 Created: 2025-03-24 Last updated: 2025-10-22Bibliographically approved
Hou, M. (2025). Behind the training dynamics of neural networks: Analysis of Fokker-Planck equations and the path to metastability. (Doctoral dissertation). Uppsala: Uppsala University
Open this publication in new window or tab >>Behind the training dynamics of neural networks: Analysis of Fokker-Planck equations and the path to metastability
2025 (English)Doctoral thesis, comprehensive summary (Other academic)
Abstract [en]

This thesis develops the theoretic mathematical foundations of Fokker-Planck-Kolmogorov operators within a potential theory framework to study metastability in stochastic processes. These operators generate Langevin dynamics, which model the motion of a particle influenced by thermal noise and an external potential field. A key focus of this study is the metastable transition time, the time required for a particle to move between local minima, which plays a fundamental role in applications such as chemical reactions, quantum tunneling, and neural network training.

The main contributions of this thesis include a comprehensive analysis of weak solutions to (possibly degenerate) Fokker-Planck-Kolmogorov equations. Specifically, we develop a Galerkin method for solving the Cauchy problem in a periodic setting, establish the existence and uniqueness of weak solutions for the stationary Kolmogorov operator in bounded product domains, and introduce Perron's solutions in general bounded domains. Additionally, we prove global boundedness results for time-dependent solutions in bounded time cylinders. Finally, we develop a variational framework for potential theory for stationary Kolmogorov operators. These results provide new mathematical tools for studying metastability and deepen our understanding of stochastic systems while also opening new research directions in Kolmogorov equations, including higher boundary regularity and obstacle problems.

Place, publisher, year, edition, pages
Uppsala: Uppsala University, 2025. p. 53
Series
Uppsala Dissertations in Mathematics, ISSN 1401-2049 ; 140
Keywords
Fokker-Planck-Kolmogorov operators, Metastability, Weak solutions, Potential theory, Variational formulations, Eyring-Kramers formula, Dirichlet problems, Galerkin method
National Category
Mathematical Analysis
Identifiers
urn:nbn:se:uu:diva-553381 (URN)978-91-506-3102-9 (ISBN)
Public defence
2025-05-21, Polhemssalen, Ångströmlaboratoriet, Lägerhyddsvägen 1, Uppsala, 13:15 (English)
Opponent
Supervisors
Available from: 2025-04-23 Created: 2025-03-26 Last updated: 2025-04-23
Avelin, B. & Hou, M. (2025). Weak and Perron Solutions for Stationary Kramers-Fokker-Planck Equations in Bounded Domains. Potential Analysis, 64(1), Article ID 11.
Open this publication in new window or tab >>Weak and Perron Solutions for Stationary Kramers-Fokker-Planck Equations in Bounded Domains
2025 (English)In: Potential Analysis, ISSN 0926-2601, E-ISSN 1572-929X, Vol. 64, no 1, article id 11Article in journal (Refereed) Published
Abstract [en]

n this paper, we investigate weak solutions and Perron-Wiener-Brelot solutions to the linear stationary Kramers-Fokker-Planck equation in bounded domains. We establish the existence of weak solutions in product domains by applying the Lions-Lax-Milgram theorem and the vanishing viscosity method. Furthermore, we show that these solutions coincide in well-behaved domains. Building on the existence of weak solutions in product domains, we develop the foundational theory of Perron-Wiener-Brelot solutions in arbitrary bounded domains. Our results rely on recent advancements in the theory of kinetic Fokker-Planck equations with rough coefficients.

Place, publisher, year, edition, pages
Springer Nature, 2025
Keywords
Kramers-Fokker-Planck, hypoelliptic, weak solution, trace problem, PWB solution, Dirichlet problem.
National Category
Mathematical Analysis
Identifiers
urn:nbn:se:uu:diva-527800 (URN)10.1007/s11118-025-10242-z (DOI)001632753200001 ()
Available from: 2024-05-08 Created: 2024-05-08 Last updated: 2025-12-30Bibliographically approved
Avelin, B., Hou, M. & Nyström, K. (2024). A Galerkin type method for kinetic Fokker-Planck equations based on Hermite expansions. Kinetic and Related Models, 17, 634-658
Open this publication in new window or tab >>A Galerkin type method for kinetic Fokker-Planck equations based on Hermite expansions
2024 (English)In: Kinetic and Related Models, ISSN 1937-5093, E-ISSN 1937-5077, Vol. 17, p. 634-658Article in journal (Refereed) Published
Abstract [en]

In this paper, we develop a Galerkin-type approximation, with quantitative error estimates, for weak solutions to the Cauchy problem for kinetic Fokker-Planck equations in the domain (0,T)×D×Rd, where D is either Td or Rd. Our approach is based on a Hermite expansion in the velocity variable only, with a hyperbolic system that appears as the truncation of the Brinkman hierarchy, as well as ideas from $\href{arXiv:1902.04037v2}{Alb+21}$ and additional energy-type estimates that we have developed. We also establish the regularity of the solution based on the regularity of the initial data and the source term.

Place, publisher, year, edition, pages
American Institute of Mathematical Sciences, 2024
National Category
Mathematical Analysis
Identifiers
urn:nbn:se:uu:diva-502488 (URN)10.3934/krm.2023035 (DOI)001124461600001 ()
Funder
Swedish Research Council, 2022-03106
Available from: 2023-05-26 Created: 2023-05-26 Last updated: 2025-03-26Bibliographically approved
Hou, M. (2024). Well-posedness of the Cauchy/Dirichlet problem for the kinetic Fokker-Planck equation. (Licentiate dissertation). Uppsala: Uppsala University
Open this publication in new window or tab >>Well-posedness of the Cauchy/Dirichlet problem for the kinetic Fokker-Planck equation
2024 (English)Licentiate thesis, comprehensive summary (Other academic)
Place, publisher, year, edition, pages
Uppsala: Uppsala University, 2024
Series
U.U.D.M. report / Uppsala University, Department of Mathematics, ISSN 1101-3591 ; 2024:5
Keywords
linear kinetic Fokker-Planck equation, renormalized weak solution, trace problem, PWB solution, initial-boundary value problem, Galerkin method.
National Category
Mathematical Analysis
Research subject
Mathematics
Identifiers
urn:nbn:se:uu:diva-527801 (URN)
Presentation
2024-05-31, 80115, Ångström Laboratory, Uppsala, 13:15 (English)
Opponent
Supervisors
Available from: 2024-05-13 Created: 2024-05-08 Last updated: 2024-05-13Bibliographically approved
Hou, M.Variational Formulation and Capacity Estimates for Non-Self-Adjoint Fokker-Planck Operators in Divergence Form.
Open this publication in new window or tab >>Variational Formulation and Capacity Estimates for Non-Self-Adjoint Fokker-Planck Operators in Divergence Form
(English)Manuscript (preprint) (Other academic)
Abstract [en]

We introduce a variational formulation for a general class of possibly degenerate, non-self-adjoint Fokker-Planck operators in divergence form, motivated by the work of Albritton et al. (2024), and prove that it is suitable for defining the variational capacity.  Using this framework, we establish rough estimates for the equilibrium potential in the elliptic case, providing a novel approach compared to previous methods.  Finally, we derive the Eyring-Kramers formula for non-self-adjoint elliptic Fokker-Planck operators in divergence form, extending the results of Landim et al. (2019) and Lee & Seo (2022).

Keywords
Potential theory, Eyring-Kramers formula, metastability, Fokker-Planck-Kolmogorov operator, variational formulation, non-self-adjoint operator
National Category
Mathematical Analysis
Identifiers
urn:nbn:se:uu:diva-553108 (URN)
Available from: 2025-03-24 Created: 2025-03-24 Last updated: 2025-03-26
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