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20142026
most citedHyperbolic Machine Learning Moment Closures for the BGK Equations

5 citations · 9 across the 8 of their papers we have counts for

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7 papers · 1 filter

math.NA2026

Two-Dimensional Shallow Water Linearized Moment Equations: Hyperbolicity and Well-Balanced Schemes

Shiping Zhou, Juntao Huang, Andrew Christlieb

We study rotational invariance, hyperbolicity, and well-balanced discretization of shallow water linearized moment equations in two horizontal dimensions. Although the direct exten…

math.NA2026

Performance Evaluation of Stabilized Corrections for Mixed Precision Runge--Kutta Methods

César Herrera, John Driscoll, Sigal Gottlieb +3

Mixed precision Runge--Kutta methods reduce the cost of the expensive implicit solves in diagonally implicit Runge--Kutta (DIRK) schemes by evaluating them in low precision, while…

math.NA2026

A Structure-Preserving Decorated Particle Method for the Vlasov-Poisson System

Mandela B. Quashie, J. W. Burby, Andrew J. Christlieb +1

We revisit the Scovel-Weinstein framework (Scovel & Weinstein, CPAM 1994) for reducing the Vlasov-Poisson system while preserving its Hamiltonian structure. Standard particle-in-ce…

math.NA2025

A Semi-Lagrangian Adaptive Rank (SLAR) Method for High-Dimensional Vlasov Dynamics

Nanyi Zheng, William A. Sands, Daniel Hayes +2

We extend our previous work on a semi-Lagrangian adaptive rank (SLAR) integrator, in the finite difference framework for nonlinear Vlasov-Poisson systems, to the general high-order…

math.NA2025

Moment-enhanced shallow-water equations with an effective wall closure for no-slip bottoms

Shiping Zhou, Juntao Huang, Andrew J. Christlieb

Shallow-water equations and low-order shallow-water moment models use vertically coarse representations and therefore cannot, in general, resolve the thin wall-affected region prod…

math.NA2024★ 5 cited

Hyperbolic Machine Learning Moment Closures for the BGK Equations

Andrew J. Christlieb, Mingchang Ding, Juntao Huang +1

We introduce a hyperbolic closure for the Grad moment expansion of the Bhatnagar-Gross-Krook's (BGK) kinetic model using a neural network (NN) trained on BGK's moment data. This cl…

math.NA2014★ 2 cited

The Picard integral formulation of weighted essentially non-oscillatory schemes

David C. Seal, Yaman Güçlü, Andrew J. Christlieb

High-order temporal discretizations for hyperbolic conservation laws have historically been formulated as either a method of lines (MOL) or a Lax-Wendroff method. In the MOL viewpo…