7–12 May 2023
Venice, Italy
Europe/Zurich timezone

Symplectic neural surrogate models for beam dynamics

WEPA078
10 May 2023, 16:30
2h
Salone Adriatico

Salone Adriatico

Poster Presentation MC5.D11: Code Developments and Simulation Techniques Wednesday Poster Session

Speaker

Dr Yuri Batygin (Los Alamos National Laboratory)

Description

The self-consistent nonlinear dynamics of a relativistic charged particle beam interacting with its complete self-fields is a fundamental problem underpinning many of the accelerator design issues in high brightness beam applications, as well as the development of advanced accelerators. A novel self-consistent code is developed based on a Lagrangian method for the calculation of the particles’ radiation near-fields using wavefront/wavelet meshes via the Green’s function of the Maxwell equations. These fields are then interpolated onto a moving mesh for dynamic update of the beam. This method allows radiation co-propagation and self-consistent interaction with the beam in 2D/3D simulations at greatly reduced numerical errors. Multiple levels of parallelisms are inherent in this method and implemented in our code CoSyR [1] to enable at-scale simulations of nonlinear beam dynamics on modern computing platforms using MPI, multi-threading, and GPUs. Our simulations reveal the slice emittance growth in a bend and the interplay between the longitudinal and transverse dynamics that occurs in a complex manner not captured in the 1D longitudinal static-state coherent synchrotron radiation model. Finally, we show that surrogate models with symplectic neural networks can be trained from simulations with significant time-savings for the modeling of nonlinear beam dynamics effects.

Footnotes

[1] C.-K. Huang et al., Nucl. Instruments Methods Phys. Res. Sect. A, vol. 1034, p. 166808, Jul. 2022.

Funding Agency

Work supported by the LDRD program at LANL and DOE ASCR.

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Primary author

Chengkun Huang (Los Alamos National Laboratory)

Co-authors

Oleksii Beznosov (Los Alamos National Laboratory) Joshua Burby (Princeton Plasma Physics Laboratory) Anastasiia Kim (Los Alamos National Laboratory) Thomas Kwan (Los Alamos National Laboratory) Qi Tang (Los Alamos National Laboratory) Dr Yuri Batygin (Los Alamos National Laboratory) Sergey Kurennoy (Los Alamos National Laboratory) Hoby Rakotoarivelo (Los Alamos National Laboratory)

Presentation materials

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