most citedNeural Networks for Modeling and Control of Particle Accelerators

106 citations · 124 across the 4 of their papers we have counts for

collaborators

6 papers

physics.acc-ph2016★ 4 cited

Neural Network Model Of The PXIE RFQ Cooling System and Resonant Frequency Response

A. L. Edelen, S. G. Biedron, S. V. Milton +4

As part of the PIP-II Injector Experiment (PXIE) accelerator, a four-vane radio frequency quadrupole (RFQ) accelerates a 30-keV, 1-mA to 10-mA H- ion beam to 2.1 MeV. It is designe…

physics.acc-ph2016★ 13 cited

First Steps Toward Incorporating Image Based Diagnostics Into Particle Accelerator Control Systems Using Convolutional Neural Networks

A. L. Edelen, S. G. Biedron, S. V. Milton +1

At present, a variety of image-based diagnostics are used in particle accelerator systems. Often times, these are viewed by a human operator who then makes appropriate adjustments…

physics.acc-ph2016★ 1 cited

Resonant Frequency Control For the PIP-II Injector Test RFQ: Control Framework and Initial Results

A. L. Edelen, S. G. Biedron, S. V. Milton +5

For the PIP-II Injector Test (PI-Test) at Fermilab, a four-vane radio frequency quadrupole (RFQ) is designed to accelerate a 30-keV, 1-mA to 10-mA, H- beam to 2.1 MeV under both pu…

physics.optics2016

A temporal model for quasi-phase matching in high-order harmonic generation

Y. Tao, S. J. Goh, H. M. J. Bastiaens +4

We present a model for quasi-phase matching (QPM) in high-order harmonic generation (HHG). Using a one-dimensional description, we analyze the time-dependent, ultrafast wave-vector…

physics.acc-ph2016★ 106 cited

Neural Networks for Modeling and Control of Particle Accelerators

A. L. Edelen, S. G. Biedron, B. E. Chase +3

We describe some of the challenges of particle accelerator control, highlight recent advances in neural network techniques, discuss some promising avenues for incorporating neural…

physics.acc-ph2016

Deep Saturated Free Electron Laser Oscillators and Frozen Spikes

P. L. Ottaviani, S. Pagnutti, G. Dattoli +5

We analyze the behavior of Free Electron Laser (FEL) oscillators operating in the deep saturated regime and point out the formation of sub-peaks of the optical pulse. They are very…