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Variable-moment Fluid Closures with Hamiltonian Structure

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Journal Sci Rep
Specialty Science
Date 2023 Oct 25
PMID 37880306
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Abstract

Based on ideas due to Scovel-Weinstein, I present a general framework for constructing fluid moment closures of the Vlasov-Poisson system that exactly preserve that system's Hamiltonian structure. Notably, the technique applies in any space dimension and produces closures involving arbitrarily-large finite collections of moments. After selecting a desired collection of moments, the Poisson bracket for the closure is uniquely determined. Therefore data-driven fluid closures can be constructed by adjusting the closure Hamiltonian for compatibility with kinetic simulations.

References
1.
Messenger D, Bortz D . Learning mean-field equations from particle data using WSINDy. Physica D. 2023; 439. PMC: 10358825. DOI: 10.1016/j.physd.2022.133406. View

2.
Han J, Ma C, Ma Z, E W . Uniformly accurate machine learning-based hydrodynamic models for kinetic equations. Proc Natl Acad Sci U S A. 2019; 116(44):21983-21991. PMC: 6825311. DOI: 10.1073/pnas.1909854116. View

3.
Shadwick B, Tarkenton G, Esarey E . Hamiltonian description of low-temperature relativistic plasmas. Phys Rev Lett. 2004; 93(17):175002. DOI: 10.1103/PhysRevLett.93.175002. View

4.
Messenger D, Bortz D . WEAK SINDY FOR PARTIAL DIFFERENTIAL EQUATIONS. J Comput Phys. 2021; 443. PMC: 8570254. DOI: 10.1016/j.jcp.2021.110525. View

5.
Holm D, Jacobs H . Multipole Vortex Blobs (MVB): Symplectic Geometry and Dynamics. J Nonlinear Sci. 2017; 27(3):973-1006. PMC: 5479423. DOI: 10.1007/s00332-017-9367-4. View