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

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Showing 2020Show all

6 papers · 1 filter

physics.plasm-ph2020★ 10 cited

Approximate symmetries of guiding-centre motion

Joshua W. Burby, Nikos Kallinikos, Robert S. MacKay

Quasisymmetry builds a third invariant for charged-particle motion besides energy and magnetic moment. We address quasisymmetry at the level of approximate symmetries of first-orde…

physics.plasm-ph2020★ 28 cited

Fast neural Poincaré maps for toroidal magnetic fields

J. W. Burby, Q. Tang, R. Maulik

Poincaré maps for toroidal magnetic fields are routinely employed to study gross confinement properties in devices built to contain hot plasmas. In most practical applications, eva…

physics.plasm-ph2020★ 21 cited

Slow manifold reduction for plasma science

J. W. Burby, T. J. Klotz

The classical Chapman-Enskog procedure admits a substantial geometrical generalization known as slow manifold reduction. This generalization provides a paradigm for deriving and un…

physics.plasm-ph2020★ 6 cited

Generalized Grad-Shafranov equation for non-axisymmetric MHD equilibria

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

The structure of static MHD equilibria that admit continuous families of Euclidean symmetries is well understood. Such field configurations are governed by the classical Grad-Shafr…

physics.plasm-ph2020★ 13 cited

General formulas for adiabatic invariants in nearly-periodic Hamiltonian systems

J. W. Burby, J. Squire

While it is well-known that every nearly-periodic Hamiltonian system possesses an adiabatic invariant, extant methods for computing terms in the adiabatic invariant series are inef…

physics.plasm-ph2020★ 10 cited

Time-dependent relaxed magnetohydrodynamics -- inclusion of cross helicity constraint using phase-space action

R. L. Dewar, J. W. Burby, Z. Qu +2

A new formulation of time-dependent Relaxed Magnetohydrodynamics (RxMHD) is derived variationally from Hamilton's Action Principle using microscopic conservation of mass, and macro…