Physics-constrained machine learning for electrodynamics without gauge ambiguity based on Fourier transformed Maxwell's equations

C Leon, A Scheinker - Scientific Reports, 2024 - nature.com
We utilize a Fourier transformation-based representation of Maxwell's equations to develop
physics-constrained neural networks for electrodynamics without gauge ambiguity, which …

[HTML][HTML] Physics-constrained 3D convolutional neural networks for electrodynamics

A Scheinker, R Pokharel - APL Machine Learning, 2023 - pubs.aip.org
We present a physics-constrained neural network (PCNN) approach to solving Maxwell's
equations for the electromagnetic fields of intense relativistic charged particle beams. We …

Fourth order resonance of a high intensity linear accelerator

D Jeon, L Groening, G Franchetti - Physical Review Special Topics …, 2009 - APS
It is discovered that, for a high intensity beam, the 4 σ= 360°(or 4 ν= 1) resonance of a linear
accelerator is manifested through the octupolar term of space charge potential when the …

Experimental evidence of space charge driven resonances in high intensity linear accelerators

DO Jeon - Physical Review Accelerators and Beams, 2016 - APS
In the construction of high intensity accelerators, it is the utmost goal to minimize the beam
loss by avoiding or minimizing contributions of various halo formation mechanisms. As a …

Sixth-order resonance of high-intensity linear accelerators

DO Jeon, KR Hwang, JH Jang, H Jin, H Jang - Physical Review Letters, 2015 - APS
It is shown that the sixth-order 6 σ= 720°(or 6∶ 2) resonance is manifested for high-intensity
beams of linear accelerators through the space charge potential when the depressed phase …

Beam halo in high-intensity hadron accelerators caused by statistical gradient errors

F Gerigk - Physical Review Special Topics—Accelerators and …, 2004 - APS
The particle-core model for a continuous cylindrical beam is used to describe the motion of
single particles oscillating in a uniform linear focusing channel. Using a random variation of …

Core-halo limit and internal dynamics of high intensity beams

PAP Nghiem, M Valette, N Chauvin, N Pichoff… - Physics of …, 2015 - pubs.aip.org
The dynamics of high-intensity beams largely depends on their internal space charge forces.
These forces are responsible of non-linear coupling, emittance growth, and halo generation …

[PDF][PDF] Review of beam dynamics and space charge resonances in high intensity linacs

I Hofmann, G Franchetti, J Qiang… - … Conf., Paris, France, 2002 - accelconf.web.cern.ch
Recent systematic studies of resonant space charge effects and anisotropy have helped to
narrow the gap between idealized beam physics models of halos and high-current linac …

[HTML][HTML] Characteristics of the fourth order resonance in high intensity linear accelerators

D Jeon, KR Hwang - Physics of Plasmas, 2017 - pubs.aip.org
For the 4σ= 360 space-charge resonance in high intensity linear accelerators, the emittance
growth is surveyed for input Gaussian beams, as a function of the depressed phase advance …

Beam-halo in mismatched proton beams

TP Wangler, CK Allen, KCD Chan, PL Colestock… - Nuclear Instruments and …, 2004 - Elsevier
Progress was made during the past decade towards a better understanding of halo
formation caused by beam mismatch in high-intensity beams. To test these ideas an …