Accurate prediction of X-ray pulse properties from a free-electron laser using machine learning
X-ray free-electron lasers, important light sources for materials research, suffer from shot-to-shot fluctuations that necessitate complex diagnostics. Here, the authors apply machine learning to accurately predict pulse properties, using parameters that can be acquired at high-repetition rates.
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Nature Portfolio
2017
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oai:doaj.org-article:fa0d86670e2840eb9cd9a555d18308122021-12-02T17:06:26ZAccurate prediction of X-ray pulse properties from a free-electron laser using machine learning10.1038/ncomms154612041-1723https://doaj.org/article/fa0d86670e2840eb9cd9a555d18308122017-06-01T00:00:00Zhttps://doi.org/10.1038/ncomms15461https://doaj.org/toc/2041-1723X-ray free-electron lasers, important light sources for materials research, suffer from shot-to-shot fluctuations that necessitate complex diagnostics. Here, the authors apply machine learning to accurately predict pulse properties, using parameters that can be acquired at high-repetition rates.A. Sanchez-GonzalezP. MicaelliC. OlivierT. R. BarillotM. IlchenA. A. LutmanA. MarinelliT. MaxwellA. AchnerM. AgåkerN. BerrahC. BostedtJ. D. BozekJ. BuckP. H. BucksbaumS. Carron MonteroB. CooperJ. P. CryanM. DongR. FeifelL. J. FrasinskiH. FukuzawaA. GallerG. HartmannN. HartmannW. HelmlA. S. JohnsonA. KnieA. O. LindahlJ. LiuK. MotomuraM. MuckeC. O’GradyJ-E RubenssonE. R. SimpsonR. J. SquibbC. SåtheK. UedaM. VacherD. J. WalkeV. ZhaunerchykR. N. CoffeeJ. P. MarangosNature PortfolioarticleScienceQENNature Communications, Vol 8, Iss 1, Pp 1-9 (2017) |
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DOAJ |
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DOAJ |
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EN |
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Science Q |
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Science Q A. Sanchez-Gonzalez P. Micaelli C. Olivier T. R. Barillot M. Ilchen A. A. Lutman A. Marinelli T. Maxwell A. Achner M. Agåker N. Berrah C. Bostedt J. D. Bozek J. Buck P. H. Bucksbaum S. Carron Montero B. Cooper J. P. Cryan M. Dong R. Feifel L. J. Frasinski H. Fukuzawa A. Galler G. Hartmann N. Hartmann W. Helml A. S. Johnson A. Knie A. O. Lindahl J. Liu K. Motomura M. Mucke C. O’Grady J-E Rubensson E. R. Simpson R. J. Squibb C. Såthe K. Ueda M. Vacher D. J. Walke V. Zhaunerchyk R. N. Coffee J. P. Marangos Accurate prediction of X-ray pulse properties from a free-electron laser using machine learning |
| description |
X-ray free-electron lasers, important light sources for materials research, suffer from shot-to-shot fluctuations that necessitate complex diagnostics. Here, the authors apply machine learning to accurately predict pulse properties, using parameters that can be acquired at high-repetition rates. |
| format |
article |
| author |
A. Sanchez-Gonzalez P. Micaelli C. Olivier T. R. Barillot M. Ilchen A. A. Lutman A. Marinelli T. Maxwell A. Achner M. Agåker N. Berrah C. Bostedt J. D. Bozek J. Buck P. H. Bucksbaum S. Carron Montero B. Cooper J. P. Cryan M. Dong R. Feifel L. J. Frasinski H. Fukuzawa A. Galler G. Hartmann N. Hartmann W. Helml A. S. Johnson A. Knie A. O. Lindahl J. Liu K. Motomura M. Mucke C. O’Grady J-E Rubensson E. R. Simpson R. J. Squibb C. Såthe K. Ueda M. Vacher D. J. Walke V. Zhaunerchyk R. N. Coffee J. P. Marangos |
| author_facet |
A. Sanchez-Gonzalez P. Micaelli C. Olivier T. R. Barillot M. Ilchen A. A. Lutman A. Marinelli T. Maxwell A. Achner M. Agåker N. Berrah C. Bostedt J. D. Bozek J. Buck P. H. Bucksbaum S. Carron Montero B. Cooper J. P. Cryan M. Dong R. Feifel L. J. Frasinski H. Fukuzawa A. Galler G. Hartmann N. Hartmann W. Helml A. S. Johnson A. Knie A. O. Lindahl J. Liu K. Motomura M. Mucke C. O’Grady J-E Rubensson E. R. Simpson R. J. Squibb C. Såthe K. Ueda M. Vacher D. J. Walke V. Zhaunerchyk R. N. Coffee J. P. Marangos |
| author_sort |
A. Sanchez-Gonzalez |
| title |
Accurate prediction of X-ray pulse properties from a free-electron laser using machine learning |
| title_short |
Accurate prediction of X-ray pulse properties from a free-electron laser using machine learning |
| title_full |
Accurate prediction of X-ray pulse properties from a free-electron laser using machine learning |
| title_fullStr |
Accurate prediction of X-ray pulse properties from a free-electron laser using machine learning |
| title_full_unstemmed |
Accurate prediction of X-ray pulse properties from a free-electron laser using machine learning |
| title_sort |
accurate prediction of x-ray pulse properties from a free-electron laser using machine learning |
| publisher |
Nature Portfolio |
| publishDate |
2017 |
| url |
https://doaj.org/article/fa0d86670e2840eb9cd9a555d1830812 |
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