A moment approach for entropy solutions of parameter-dependent hyperbolic conservation laws - Ecole Centrale de Nantes Access content directly
Preprints, Working Papers, ... Year : 2023

A moment approach for entropy solutions of parameter-dependent hyperbolic conservation laws

Abstract

We propose a numerical method to solve parameter-dependent hyperbolic partial differential equations (PDEs) with a moment approach, based on a previous work from Marx et al. (2020). This approach relies on a very weak notion of solution of nonlinear equations, namely parametric entropy measure-valued (MV) solutions, satisfying linear equations in the space of Borel measures. The infinite-dimensional linear problem is approximated by a hierarchy of convex, finite-dimensional, semidefinite programming problems, called Lasserre's hierarchy. This gives us a sequence of approximations of the moments of the occupation measure associated with the parametric entropy MV solution, which is proved to converge. In the end, several post-treatments can be performed from this approximate moments sequence. In particular, the graph of the solution can be reconstructed from an optimization of the Christoffel-Darboux kernel associated with the approximate measure, that is a powerful approximation tool able to capture a large class of irregular functions. Also, for uncertainty quantification problems, several quantities of interest can be estimated, sometimes directly such as the expectation of smooth functionals of the solutions. The performance of our approach is evaluated through numerical experiments on the inviscid Burgers equation with parametrised initial conditions or parametrised flux function.
Fichier principal
Vignette du fichier
jvhpxdjwgmkmpzhtnbybxycmccgnxbrb.pdf (1.65 Mo) Télécharger le fichier
Origin : Files produced by the author(s)

Dates and versions

hal-04218591 , version 1 (26-09-2023)
hal-04218591 , version 2 (06-03-2024)

Identifiers

Cite

Clément Cardoen, Swann Marx, Anthony Nouy, Nicolas Seguin. A moment approach for entropy solutions of parameter-dependent hyperbolic conservation laws. 2023. ⟨hal-04218591v1⟩

Collections

LMJL
60 View
29 Download

Altmetric

Share

Gmail Facebook X LinkedIn More