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{diazcruz:ipac2022-mopopt058,
author = {J.A. Diaz Cruz and A.L. Edelen and D.R. Edstrom and B.T. Jacobson and A.H. Lumpkin and J.P. Sikora and R.M. Thurman-Keup},
% author = {J.A. Diaz Cruz and A.L. Edelen and D.R. Edstrom and B.T. Jacobson and A.H. Lumpkin and J.P. Sikora and others},
% author = {J.A. Diaz Cruz and others},
title = {{Machine Learning Training for HOM Reduction in a TESLA-Type Cryomodule at FAST}},
booktitle = {Proc. IPAC'22},
% booktitle = {Proc. 13th International Particle Accelerator Conference (IPAC'22)},
pages = {400--403},
eid = {MOPOPT058},
language = {english},
keywords = {HOM, cavity, electron, emittance, experiment},
venue = {Bangkok, Thailand},
series = {International Particle Accelerator Conference},
number = {13},
publisher = {JACoW Publishing, Geneva, Switzerland},
month = {07},
year = {2022},
issn = {2673-5490},
isbn = {978-3-95450-227-1},
doi = {10.18429/JACoW-IPAC2022-MOPOPT058},
url = {https://jacow.org/ipac2022/papers/mopopt058.pdf},
abstract = {{Low emittance electron beams are of high importance at facilities like the Linac Coherent Light Source II (LCLS-II) at SLAC. Emittance dilution effects due to off-axis beam transport for a TESLA-type cryomodule (CM) have been shown at the Fermilab Accelerator Science and Technology (FAST) facility. The results showed the correlation between the electron beam-induced cavity high-order modes (HOMs) and the Beam Position Monitor (BPM) measurements downstream the CM. Mitigation of emittance dilution can be achieved by reducing the HOM signals. Here, we present a couple of Neural Networks (NN) for bunch-by-bunch mean prediction and standard deviation prediction for BPMs located downstream the CM.}},
}