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@inproceedings{sulc:ipac2022-mopopt069, author = {A. Sulc and R. Kammering and T. Wilksen}, title = {{A Data-Driven Beam Trajectory Monitoring at the European XFEL}}, booktitle = {Proc. IPAC'22}, % booktitle = {Proc. 13th International Particle Accelerator Conference (IPAC'22)}, pages = {418--421}, eid = {MOPOPT069}, language = {english}, keywords = {FEL, lattice, undulator, experiment, operation}, 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-MOPOPT069}, url = {https://jacow.org/ipac2022/papers/mopopt069.pdf}, abstract = {{Interpretation of data from beam position monitors is a crucial part of the reliable operation of European XFEL. The interpretation of beam positions is often handled by a physical model, which can be prone to modeling errors or can lead to the high complexity of the computational model. In this paper, we show two data-driven approaches that provide insights into the operation of the SASE beamlines at European XFEL. We handle the analysis as a data-driven problem, separate it from physical peculiarities and experiment with available data based only on our empirical evidence and the data.}}, }