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25 April 2024

» arxiv » 1612.7237

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Neural Network Model Of The PXIE RFQ Cooling System and Resonant Frequency Response
A.L. Edelen ; S.G. Biedron ; S.V. Milton ; D. Bowring ; B.E. Chase ; J.P. Edelen ; J. Steimel ;
Date:	21 Dec 2016
Abstract:	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.
Source:	arXiv, 1612.7237
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