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{croppv:ipac2022-tupost055,
author = {F.W. Cropp V and D. Filippetto and A. Gilardi and P. Musumeci and S. Paiagua and A. Scheinker and D. Wang},
% author = {F.W. Cropp V and D. Filippetto and A. Gilardi and P. Musumeci and S. Paiagua and A. Scheinker and others},
% author = {F.W. Cropp V and others},
title = {{Toward Machine Learning-Based Adaptive Control and Global Feedback for Compact Accelerators}},
booktitle = {Proc. IPAC'22},
% booktitle = {Proc. 13th International Particle Accelerator Conference (IPAC'22)},
pages = {991--994},
eid = {TUPOST055},
language = {english},
keywords = {controls, feedback, diagnostics, electron, quadrupole},
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-TUPOST055},
url = {https://jacow.org/ipac2022/papers/tupost055.pdf},
abstract = {{The HiRES beamline at Lawrence Berkeley National Laboratory (USA) is a state-of-the-art compact accelerator providing ultrafast relativistic electron pulses at MHz repetition rates, for applications in ultrafast science and for particle accelerator science and technology R&D. Using HiRES as testbed, we seek to apply recent developments in machine learning and computational techniques for machine-learning-based adaptive control, and eventually, a full control system based on global feedback. The ultimate goal is to demonstrate the benefits of such a suite of controls to UED, including increased temporal and spatial resolution. Concrete steps toward these goals are presented, including automatic, model-independent tuning for accelerators, and energy virtual diagnostics with direct application to improving UED temporal resolution.}},
}