000490376 001__ 490376
000490376 005__ 20250715175934.0
000490376 0247_ $$2doi$$a10.1038/s41598-022-25249-4
000490376 0247_ $$2datacite_doi$$a10.3204/PUBDB-2022-07693
000490376 0247_ $$2altmetric$$aaltmetric:139560340
000490376 0247_ $$2pmid$$apmid:36456706
000490376 0247_ $$2WOS$$aWOS:000914086600079
000490376 0247_ $$2openalex$$aopenalex:W4310496124
000490376 037__ $$aPUBDB-2022-07693
000490376 041__ $$aEnglish
000490376 082__ $$a600
000490376 1001_ $$0P:(DE-H253)PIP1019644$$aHartmann, Gregor$$b0$$eCorresponding author
000490376 245__ $$aUnsupervised real-world knowledge extraction via disentangled variational autoencoders for photon diagnostics
000490376 260__ $$a[London]$$bMacmillan Publishers Limited, part of Springer Nature$$c2022
000490376 3367_ $$2DRIVER$$aarticle
000490376 3367_ $$2DataCite$$aOutput Types/Journal article
000490376 3367_ $$0PUB:(DE-HGF)16$$2PUB:(DE-HGF)$$aJournal Article$$bjournal$$mjournal$$s1675168139_18263
000490376 3367_ $$2BibTeX$$aARTICLE
000490376 3367_ $$2ORCID$$aJOURNAL_ARTICLE
000490376 3367_ $$00$$2EndNote$$aJournal Article
000490376 520__ $$aWe present real-world data processing on measured electron time-of-flight data via neural networks.Specifically, the use of disentangled variational autoencoders on data from a diagnostic instrumentfor online wavelength monitoring at the free electron laser FLASH in Hamburg. Without a-prioriknowledge the network is able to find representations of single-shot FEL spectra, which have a lowsignal-to-noise ratio. This reveals, in a directly human-interpretable way, crucial information aboutthe photon properties. The central photon energy and the intensity as well as very detector-specificfeatures are identified. The network is also capable of data cleaning, i.e. denoising, as well as theremoval of artefacts. In the reconstruction, this allows for identification of signatures with very lowintensity which are hardly recognisable in the raw data. In this particular case, the network enhancesthe quality of the diagnostic analysis at FLASH. However, this unsupervised method also has thepotential to improve the analysis of other similar types of spectroscopy data.
000490376 536__ $$0G:(DE-HGF)POF4-631$$a631 - Matter – Dynamics, Mechanisms and Control (POF4-631)$$cPOF4-631$$fPOF IV$$x0
000490376 536__ $$0G:(DE-HGF)POF4-6G2$$a6G2 - FLASH (DESY) (POF4-6G2)$$cPOF4-6G2$$fPOF IV$$x1
000490376 588__ $$aDataset connected to CrossRef, Journals: bib-pubdb1.desy.de
000490376 693__ $$0EXP:(DE-H253)F-FELdiag-20171201$$1EXP:(DE-H253)FLASHII-20150901$$5EXP:(DE-H253)F-FELdiag-20171201$$aFLASH II$$eFLASH: FEL user facility and Photon Diagnostics$$x0
000490376 693__ $$0EXP:(DE-H253)F-FL24-20150901$$1EXP:(DE-H253)FLASHII-20150901$$6EXP:(DE-H253)F-FL24-20150901$$aFLASH2$$fFLASH2 Beamline FL24$$x1
000490376 7001_ $$0P:(DE-H253)PIP1096830$$aGoetzke, Gesa$$b1$$udesy
000490376 7001_ $$0P:(DE-H253)PIP1002687$$aDüsterer, Stefan$$b2$$udesy
000490376 7001_ $$0P:(DE-HGF)0$$aFeuer-Forson, Peter$$b3
000490376 7001_ $$0P:(DE-HGF)0$$aLever, Fabiano$$b4
000490376 7001_ $$0P:(DE-H253)PIP1089493$$aMeier, David$$b5
000490376 7001_ $$0P:(DE-HGF)0$$aMöller, Felix$$b6
000490376 7001_ $$0P:(DE-HGF)0$$aVera Ramirez, Luis$$b7
000490376 7001_ $$0P:(DE-H253)PIP1084094$$aGuehr, Markus$$b8$$udesy
000490376 7001_ $$0P:(DE-H253)PIP1001376$$aTiedtke, Kai$$b9$$udesy
000490376 7001_ $$0P:(DE-H253)PIP1005445$$aViefhaus, Jens$$b10
000490376 7001_ $$0P:(DE-H253)PIP1009448$$aBraune, Markus$$b11$$udesy
000490376 773__ $$0PERI:(DE-600)2615211-3$$a10.1038/s41598-022-25249-4$$gVol. 12, no. 1, p. 20783$$n1$$p20783$$tScientific reports$$v12$$x2045-2322$$y2022
000490376 8564_ $$uhttps://bib-pubdb1.desy.de/record/490376/files/Hartmann_et_al_SciRep_12_20783_2022.pdf$$yOpenAccess
000490376 8564_ $$uhttps://bib-pubdb1.desy.de/record/490376/files/Hartmann_et_al_SciRep_12_20783_2022.pdf?subformat=pdfa$$xpdfa$$yOpenAccess
000490376 909CO $$ooai:bib-pubdb1.desy.de:490376$$pdnbdelivery$$pdriver$$pVDB$$popen_access$$popenaire
000490376 915__ $$0StatID:(DE-HGF)0510$$2StatID$$aOpenAccess
000490376 915__ $$0LIC:(DE-HGF)CCBY4$$2HGFVOC$$aCreative Commons Attribution CC BY 4.0
000490376 915__ $$0StatID:(DE-HGF)0200$$2StatID$$aDBCoverage$$bSCOPUS$$d2022-11-09
000490376 915__ $$0StatID:(DE-HGF)0300$$2StatID$$aDBCoverage$$bMedline$$d2022-11-09
000490376 915__ $$0StatID:(DE-HGF)0501$$2StatID$$aDBCoverage$$bDOAJ Seal$$d2022-08-08T09:38:07Z
000490376 915__ $$0StatID:(DE-HGF)0500$$2StatID$$aDBCoverage$$bDOAJ$$d2022-08-08T09:38:07Z
000490376 915__ $$0StatID:(DE-HGF)0030$$2StatID$$aPeer Review$$bDOAJ : Blind peer review$$d2022-08-08T09:38:07Z
000490376 915__ $$0StatID:(DE-HGF)0600$$2StatID$$aDBCoverage$$bEbsco Academic Search$$d2022-11-09
000490376 915__ $$0StatID:(DE-HGF)0030$$2StatID$$aPeer Review$$bASC$$d2022-11-09
000490376 915__ $$0StatID:(DE-HGF)0199$$2StatID$$aDBCoverage$$bClarivate Analytics Master Journal List$$d2022-11-09
000490376 915__ $$0StatID:(DE-HGF)1190$$2StatID$$aDBCoverage$$bBiological Abstracts$$d2022-11-09
000490376 915__ $$0StatID:(DE-HGF)0113$$2StatID$$aWoS$$bScience Citation Index Expanded$$d2022-11-09
000490376 915__ $$0StatID:(DE-HGF)0150$$2StatID$$aDBCoverage$$bWeb of Science Core Collection$$d2022-11-09
000490376 915__ $$0StatID:(DE-HGF)1050$$2StatID$$aDBCoverage$$bBIOSIS Previews$$d2022-11-09
000490376 915__ $$0StatID:(DE-HGF)1040$$2StatID$$aDBCoverage$$bZoological Record$$d2022-11-09
000490376 915__ $$0StatID:(DE-HGF)1150$$2StatID$$aDBCoverage$$bCurrent Contents - Physical, Chemical and Earth Sciences$$d2022-11-09
000490376 915__ $$0StatID:(DE-HGF)0160$$2StatID$$aDBCoverage$$bEssential Science Indicators$$d2022-11-09
000490376 915__ $$0StatID:(DE-HGF)0561$$2StatID$$aArticle Processing Charges$$d2022-11-09
000490376 915__ $$0StatID:(DE-HGF)0700$$2StatID$$aFees$$d2022-11-09
000490376 9141_ $$y2022
000490376 9101_ $$0I:(DE-HGF)0$$6P:(DE-H253)PIP1019644$$aHelmholtz-Zentrum Berlin für Materialien und Energie$$b0
000490376 9101_ $$0I:(DE-588b)2008985-5$$6P:(DE-H253)PIP1096830$$aDeutsches Elektronen-Synchrotron$$b1$$kDESY
000490376 9101_ $$0I:(DE-588b)2008985-5$$6P:(DE-H253)PIP1002687$$aDeutsches Elektronen-Synchrotron$$b2$$kDESY
000490376 9101_ $$0I:(DE-588)1043621512$$6P:(DE-H253)PIP1002687$$aEuropean XFEL$$b2$$kXFEL.EU
000490376 9101_ $$0I:(DE-HGF)0$$6P:(DE-HGF)0$$aHelmholtz-Zentrum Berlin für Materialien und Energie$$b3
000490376 9101_ $$0I:(DE-HGF)0$$6P:(DE-HGF)0$$aUniversität Potsdam$$b4
000490376 9101_ $$0I:(DE-HGF)0$$6P:(DE-H253)PIP1089493$$aHelmholtz-Zentrum Berlin für Materialien und Energie$$b5
000490376 9101_ $$0I:(DE-HGF)0$$6P:(DE-H253)PIP1089493$$aUniversität Kassel$$b5
000490376 9101_ $$0I:(DE-HGF)0$$6P:(DE-HGF)0$$aHelmholtz-Zentrum Berlin für Materialien und Energie$$b6
000490376 9101_ $$0I:(DE-HGF)0$$6P:(DE-HGF)0$$aHelmholtz-Zentrum Berlin für Materialien und Energie$$b7
000490376 9101_ $$0I:(DE-588b)2008985-5$$6P:(DE-H253)PIP1084094$$aDeutsches Elektronen-Synchrotron$$b8$$kDESY
000490376 9101_ $$0I:(DE-HGF)0$$6P:(DE-H253)PIP1084094$$aUniversität Potsdam$$b8
000490376 9101_ $$0I:(DE-588b)2008985-5$$6P:(DE-H253)PIP1001376$$aDeutsches Elektronen-Synchrotron$$b9$$kDESY
000490376 9101_ $$0I:(DE-588)1043621512$$6P:(DE-H253)PIP1001376$$aEuropean XFEL$$b9$$kXFEL.EU
000490376 9101_ $$0I:(DE-HGF)0$$6P:(DE-H253)PIP1005445$$aHelmholtz-Zentrum Berlin für Materialien und Energie$$b10
000490376 9101_ $$0I:(DE-588b)2008985-5$$6P:(DE-H253)PIP1009448$$aDeutsches Elektronen-Synchrotron$$b11$$kDESY
000490376 9101_ $$0I:(DE-588)1043621512$$6P:(DE-H253)PIP1009448$$aEuropean XFEL$$b11$$kXFEL.EU
000490376 9131_ $$0G:(DE-HGF)POF4-631$$1G:(DE-HGF)POF4-630$$2G:(DE-HGF)POF4-600$$3G:(DE-HGF)POF4$$4G:(DE-HGF)POF$$aDE-HGF$$bForschungsbereich Materie$$lFrom Matter to Materials and Life$$vMatter – Dynamics, Mechanisms and Control$$x0
000490376 9131_ $$0G:(DE-HGF)POF4-6G2$$1G:(DE-HGF)POF4-6G0$$2G:(DE-HGF)POF4-600$$3G:(DE-HGF)POF4$$4G:(DE-HGF)POF$$aDE-HGF$$bForschungsbereich Materie$$lGroßgeräte: Materie$$vFLASH (DESY)$$x1
000490376 9201_ $$0I:(DE-H253)FS-FLASH-D-20160930$$kFS-FLASH-D$$lFLASH Photonen-Diagnose und Steuerungen$$x0
000490376 9201_ $$0I:(DE-H253)FS-FLASH-O-20160930$$kFS-FLASH-O$$lFLASH Wissenschaftlicher Nutzerbetrieb$$x1
000490376 9201_ $$0I:(DE-H253)HAS-User-20120731$$kDOOR ; HAS-User$$lDOOR-User$$x2
000490376 980__ $$ajournal
000490376 980__ $$aVDB
000490376 980__ $$aI:(DE-H253)FS-FLASH-D-20160930
000490376 980__ $$aI:(DE-H253)FS-FLASH-O-20160930
000490376 980__ $$aI:(DE-H253)HAS-User-20120731
000490376 980__ $$aUNRESTRICTED
000490376 9801_ $$aFullTexts