JACoW is a publisher in Geneva, Switzerland that publishes the proceedings of accelerator conferences held around the world by an international collaboration of editors.
@inproceedings{martinezmarin:hiat2022-th1i2,
author = {J.L. Martinez Marin and B.R. Blomberg and K.J. Bunnell and G.M. Dunn and E. Letcher and B. Mustapha and D. Stanton},
% author = {J.L. Martinez Marin and B.R. Blomberg and K.J. Bunnell and G.M. Dunn and E. Letcher and B. Mustapha and others},
% author = {J.L. Martinez Marin and others},
title = {{Reinforcement Learning and Bayesian Optimization for Ion Linac Operations}},
booktitle = {Proc. HIAT'22},
% booktitle = {Proc. 15th International Conference on Heavy Ion Accelerator Technology (HIAT'22)},
pages = {130--135},
eid = {TH1I2},
language = {english},
keywords = {controls, simulation, quadrupole, rfq, experiment},
venue = {Darmstadt, Germany},
series = {International Conference on Heavy Ion Accelerator Technology},
number = {15},
publisher = {JACoW Publishing, Geneva, Switzerland},
month = {08},
year = {2022},
issn = {2673-5547},
isbn = {978-3-95450-240-0},
doi = {10.18429/JACoW-HIAT2022-TH1I2},
url = {https://jacow.org/hiat2022/papers/th1i2.pdf},
abstract = {{The use of artificial intelligence can significantly reduce the time needed to tune an accelerator system such as the Argonne Tandem Linear Accelerator System (ATLAS) where a new beam is tuned once or twice a week. After establishing automatic data collection procedures and having analysed the data, machine learning models were developed and tested to tune subsections of the linac. Models based on Reinforcement Learning (RL) and Bayesian Optimization (BO) were developed, their respec-tive results are discussed and compared. RL and BO are well known AI techniques, often used for control systems. The results were obtained for a subsection of ATLAS that contains complex elements such as the radio-frequency quadrupole (RFQ). The models will be later generalized to the whole ATLAS linac, and similar models can be devel-oped for any accelerator with a modern control system.}},
}