JACoW is a publisher in Geneva, Switzerland that publishes the proceedings of accelerator conferences held around the world by an international collaboration of editors.
TY - CONF AU - Nash, B. AU - Abell, D.T. AU - Bruhwiler, D.L. AU - Carlin, E.G. AU - Du, Y. AU - Edelen, J.P. AU - Giles, A. AU - Keilman, M.V. AU - Lynch, J. AU - Maldonado, J. AU - Moeller, P. AU - Nagler, R. AU - Pogorelov, I.V. AU - Rakitin, M.S. AU - Walter, A. AU - Webb, S.D. ED - Furukawa, Kazuro ED - Yan, Yingbing ED - Leng, Yongbin ED - Chen, Zhichu ED - Schaa, Volker R.W. TI - X-Ray Beamline Control with Machine Learning and an Online Model J2 - Proc. of ICALEPCS2021, Shanghai, China, 14-22 October 2021 CY - Shanghai, China T2 - International Conference on Accelerator and Large Experimental Physics Control Systems T3 - 18 LA - english AB - We present recent developments on control of x-ray beamlines for synchrotron light sources. Effective models of the x-ray transport are updated based on diagnostics data, and take the form of simplified physics models as well as learned models from scanning over mirror and slit configurations. We are developing this approach to beamline control in collaboration with several beamlines at the NSLS-II. By connecting our online models to the Blue-Sky framework, we enable a convenient interface between the operating machine and the model that may be applied to beamlines at multiple facilities involved in this collaborative software development. PB - JACoW Publishing CP - Geneva, Switzerland SP - 695 EP - 699 KW - simulation KW - controls KW - software KW - radiation KW - synchrotron DA - 2022/03 PY - 2022 SN - 2226-0358 SN - 978-3-95450-221-9 DO - doi:10.18429/JACoW-ICALEPCS2021-WEPV024 UR - https://jacow.org/icalepcs2021/papers/wepv024.pdf ER -