Uncertainty Quantification for the Homogeneous Landau–Fokker–Planck Equation via Deterministic Particle Galerkin Methods
We design a deterministic particle method for the solution of the spatially homogeneous Landau equation with uncertainty. The deterministic particle approximation is based on the reformulation of the Landau equation as a formal gradient flow on the set of probability measures, whereas the propagation of uncertain quantities is computed by means of a stochastic Galerkin (sG) representation of each particle. This approach guarantees spectral accuracy in uncertainty space while preserving the fundamental structural properties of the model: the positivity of the solution, the conservation of invariant quantities, and the entropy dissipation. We provide a regularity result for the particle method in the random space. We perform the numerical validation of the particle method in a wealth of test cases.
Authors
- José A. Carrillo (ORCID: https://orcid.org/0000-0001-8819-4660)
- Rafael Bailo (ORCID: https://orcid.org/0000-0001-8018-3799)
- Andrea Medaglia (ORCID: https://orcid.org/0000-0002-6086-5765)
- Mattia Zanella (ORCID: https://orcid.org/0000-0001-8456-5866)
Institutions
- University of Pavia (IT)
- University of Oxford (GB)
- Eindhoven University of Technology (NL)
Publication Details
- Journal
- Multiscale Modeling and Simulation
- Published
- 2025-04-02
- DOI
- https://doi.org/10.1137/23m1623653
- Citations
- 4
- Primary Topic
- Probabilistic and Robust Engineering Design
- Type
- article
- Field-Weighted Citation Impact
- 5.59
Funders
- Istituto Nazionale di Alta Matematica "Francesco Severi"
- European Commission
- Ministero dell’Istruzione, dell’Università e della Ricerca
- Horizon 2020 Framework Programme
- Gruppo Nazionale per l'Analisi Matematica, la Probabilità e le loro Applicazioni
- Gruppo Nazionale per la Fisica Matematica
- Engineering and Physical Sciences Research Council