activity
20132026
most citedStabilized Neural Ordinary Differential Equations for Long-Time Forecasting of Dynamical Systems

82 citations · 876 across the 71 of their papers we have counts for

collaborators

72 papers

physics.plasm-ph2026

All field strengths are possible locally in Boozer coordinates

Taylor J. Klotz, Nathan Duignan, Joshua W. Burby +1

The magnetic field strength is a central design object in the theory of magnetic confinement of plasma. Desirable confinement properties such as quasi-symmetry and omnigenity are c…

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…

physics.plasm-ph2026

Statistical equilibrium model for stellarators

Maximilian Ruth, Joshua W. Burby, Wrick Sengupta +1

In three dimensional toroidal domains without symmetry, the standard magnetohydrodynamic (MHD) equilibrium model used for magnetic confinement fusion does not generally support smo…

physics.plasm-ph2025

Diagnosing symplecticity in simulations of high-dimensional Hamiltonian systems

William Barham, J. W. Burby

Integrals of the Liouville -form, known as the first Poincar{é} integral invariant, provide a computable figure of merit for monitoring the conservation of symplecticity in the…

physics.plasm-ph2025

Is There an Exact Magnetic-Moment for Charged Particle Motion in a Homogeneous, Time-Dependent Magnetic Field?

Michael Updike, Joshua Burby

The nonperturbative guiding-center model provides an exact alternative to full-orbit simulations of charged particle dynamics in situations where traditional guiding-center theory…

physics.plasm-ph2025

Exact expressions for nonperturbative guiding center theory in symmetric fields

I. Hollas, R. Agarwal, J. W. Burby +1

We apply a recently-developed nonperturbative guiding center formalism to charged particle dynamics in fields with two-parameter continuous symmetry groups. This entails finding ex…

physics.plasm-ph2025★ 1 cited

Imposing quasineutrality on electrostatic plasmas via the Dirac theory of constraints

D. A. Kaltsas, J. W. Burby, P. J. Morrison +2

We present a method for imposing quasineutrality and, more generally, charge density conservation in the Vlasov-Poisson (VP) and Vlasov-Ampère (VA) systems, which describe electros…

math-ph2025

Poisson-Dirac Submanifolds as a Paradigm for Imposing Constraints in Non-dissipative Plasma Models

F. W. Pinto, J. W. Burby

We present a generalization of Dirac constraint theory based on the theory of Poisson-Dirac submanifolds. The theory is formulated in a coordinate-free manner while simultaneously…

math-ph2025

Hamiltonian formulation of the quasineutral Vlasov-Poisson system

J. W. Burby, D. A. Kaltsas, P. J. Morrison +2

Slow manifold reduction and the theory of Poisson-Dirac submanifolds are used to deduce a Hamiltonian formulation for a quasineutral limit of the planar, collisionless, magnetized…

math.DS2025★ 1 cited

Robust computation of higher-dimensional invariant tori from individual trajectories

Maximilian Ruth, Jackson Kulik, Joshua Burby

We present a method for computing invariant tori of dimension greater than one. The method uses a single short trajectory of a dynamical system without any continuation or initial…

physics.plasm-ph2024

A conditional formulation of the Vlasov-Ampere Equations: A conservative, positivity, asymptotic, and Gauss law preserving scheme

William T Taitano, Joshua W Burby, Alex Alekseenko

We propose a novel reformulation of the Vlasov-Amp{è}re equations for plasmas. This reformulation exposes discrete symmetries to achieve simultaneous conservation of mass, momentum…

physics.comp-ph2024★ 3 cited

Neural Network Representations of Multiphase Equations of State

George A. Kevrekidis, Daniel A. Serino, Alexander Kaltenborn +3

Equations of State model relations between thermodynamic variables and are ubiquitous in scientific modelling, appearing in modern day applications ranging from Astrophysics to Cli…

physics.plasm-ph2024

Characterization of admissible quasisymmetries

J. W. Burby, N. Kallinikos, R. S. MacKay +2

We solve "half" the problem of finding three-dimensional quasisymmetric magnetic fields that do not necessarily satisfy force balance. This involves determining which hidden symmet…

math.DS2024★ 1 cited

Fast-Slow Neural Networks for Learning Singularly Perturbed Dynamical Systems

Daniel A. Serino, Allen Alvarez Loya, Joshua W. Burby +2

Singularly perturbed dynamical systems play a crucial role in climate dynamics and plasma physics. A powerful and well-known tool to address these systems is the Fenichel normal fo…

physics.comp-ph2023★ 1 cited

Coarse-Graining Hamiltonian Systems Using WSINDy

Daniel A. Messenger, Joshua W. Burby, David M. Bortz

The Weak-form Sparse Identification of Nonlinear Dynamics algorithm (WSINDy) has been demonstrated to offer coarse-graining capabilities in the context of interacting particle syst…

physics.plasm-ph2023

Spatial dynamics formulation of magnetohydrostatics

J. W. Burby, M. H. Updike

We present a formalism for importing techniques from dynamical systems theory in the study of three-dimensional magnetohydrodynamic (MHD) equilibria. By treating toroidal angle as…

math-ph2023

A BBGKY-like Hierarchy for Quantum Field Theories

Michael Updike, Joshua Burby

We present a Hamiltonian method of constructing BBGKY-like hierarchies for quantum field theories. With suitable choices, our method creates a hierarchical system of evolution equa…

physics.plasm-ph2023

Variable-moment fluid closures with Hamiltonian structure

J. W. Burby

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 Hamilt…

physics.plasm-ph2022

Mean field theory for intense light-matter interactions in high energy density plasmas

J. W. Burby, P. J. Morrison

We present a generalization of Vlasov-Maxwell kinetic theory that accounts for intense electromagnetic fields. A strongly-radiating, possibly optically-thick plasma is decomposed i…

physics.plasm-ph2022★ 8 cited

Isodrastic Magnetic fields for suppressing transitions in guiding-centre motion

J. W. Burby, R. S. MacKay, S. Naik

In a magnetic field, transitions between classes of guiding-centre motion can lead to cross-field diffusion and escape. We say a magnetic field is isodrastic if guiding centres mak…

physics.plasm-ph2022★ 1 cited

Minimizing Separatrix Crossings through Isoprominence

Joshua W. Burby, Nathan Duignan, James D. Meiss

A simple property of magnetic fields that minimizes bouncing to passing type transitions of guiding center orbits is defined and discussed. This property, called isoprominence, is…

cs.LG2022

Approximation of nearly-periodic symplectic maps via structure-preserving neural networks

Valentin Duruisseaux, Joshua W. Burby, Qi Tang

A continuous-time dynamical system with parameter is nearly-periodic if all its trajectories are periodic with nowhere-vanishing angular frequency as ap…

physics.plasm-ph2022★ 6 cited

Metriplectic foundations of gyrokinetic Vlasov-Maxwell-Landau theory

Eero Hirvijoki, Joshua W. Burby, Alain J. Brizard

This letter reports on a metriplectic formulation of collisional, nonlinear full- electromagnetic gyrokinetic theory compliant with energy conservation and monotonic entropy pro…

cs.LG2022★ 82 cited

Stabilized Neural Ordinary Differential Equations for Long-Time Forecasting of Dynamical Systems

Alec J. Linot, Joshua W. Burby, Qi Tang +3

In data-driven modeling of spatiotemporal phenomena careful consideration often needs to be made in capturing the dynamics of the high wavenumbers. This problem becomes especially…