Moment closure approximations of the Boltzmann Equation based on {\phi}-divergences
M.R.A. Abdel-Malik, E.H. van Brummelen

TL;DR
This paper introduces a generalized moment closure method for the Boltzmann equation using {\
Contribution
It extends classical entropy-based closures to {\
Findings
Enables construction of extended thermodynamic theories.
Avoids limitations like inadmissibility and singularities.
Produces symmetric hyperbolic systems preserving Boltzmann structure.
Abstract
This paper is concerned with approximations of the Boltzmann equation based on the method of moments. We propose a generalization of the setting of the moment-closure problem from relative entropy to {\phi}-divergences and a corresponding closure procedure based on minimization of {\phi}-divergences. The proposed description encapsulates as special cases Grad's classical closure based on expansion in Hermite polynomials and Levermore's entropy-based closure. We establish that the generalization to divergence-based closures enables the construction of extended thermodynamic theories that avoid essential limitations of the standard moment-closure formulations such as inadmissibility of the approximate phase-space distribution, potential loss of hyperbolicity and singularity of flux functions at local equilibrium. The divergence-based closure leads to a hierarchy of tractable symmetric…
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Taxonomy
TopicsStatistical Mechanics and Entropy · Model Reduction and Neural Networks · Mathematical Biology Tumor Growth
