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Paper detail

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

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 designed to operate at a frequency of 162.5 MHz with arbitrary duty factor, including continuous wave (CW) mode. The resonant frequency is controlled solely by a water-cooling system. We present an initial neural network model of the RFQ frequency response to changes in the cooling system and RF power conditions during pulsed operation. A neural network model will be used in a model predictive control scheme to regulate the resonant frequency of the RFQ.

preprint2016arXivOpen access
A. L. EdelenS. G. BiedronS. V. MiltonD. BowringB. E. ChaseJ. P. EdelenJ. Steimel
physics.acc-ph
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A. L. EdelenS. G. BiedronS. V. MiltonD. BowringB. E. ChaseJ. P. EdelenJ. Steimel

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