000473658 001__ 473658
000473658 005__ 20250715175707.0
000473658 0247_ $$2doi$$a10.1107/S2052252521012707
000473658 0247_ $$2datacite_doi$$a10.3204/PUBDB-2022-00171
000473658 0247_ $$2altmetric$$aaltmetric:120604632
000473658 0247_ $$2pmid$$a35371510
000473658 0247_ $$2WOS$$aWOS:000795673400007
000473658 0247_ $$2openalex$$aopenalex:W4225738737
000473658 037__ $$aPUBDB-2022-00171
000473658 041__ $$aEnglish
000473658 082__ $$a530
000473658 1001_ $$0P:(DE-H253)PIP1092288$$aZhuang, Yulong$$b0
000473658 245__ $$aUnsupervised learning approaches to characterizing heterogeneous samples using X-ray single-particle imaging
000473658 260__ $$aChester$$c2022
000473658 3367_ $$2DRIVER$$aarticle
000473658 3367_ $$2DataCite$$aOutput Types/Journal article
000473658 3367_ $$0PUB:(DE-HGF)16$$2PUB:(DE-HGF)$$aJournal Article$$bjournal$$mjournal$$s1718022084_2483892
000473658 3367_ $$2BibTeX$$aARTICLE
000473658 3367_ $$2ORCID$$aJOURNAL_ARTICLE
000473658 3367_ $$00$$2EndNote$$aJournal Article
000473658 520__ $$aOne of the outstanding analytical problems in X-ray single-particle imaging (SPI) is the classification of structural heterogeneity, which is especially difficult given the low signal-to-noise ratios of individual patterns and the fact that even identical objects can yield patterns that vary greatly when orientation is taken into consideration. Proposed here are two methods which explicitly account for this orientation-induced variation and can robustly determine the structural landscape of a sample ensemble. The first, termed common-line principal component analysis (PCA), provides a rough classification which is essentially parameter free and can be run automatically on any SPI dataset. The second method, utilizing variation auto-encoders (VAEs), can generate 3D structures of the objects at any point in the structural landscape. Both these methods are implemented in combination with the noise-tolerant expand–maximize–compress (EMC) algorithm and its utility is demonstrated by applying it to an experimental dataset from gold nanoparticles with only a few thousand photons per pattern. Both discrete structural classes and continuous deformations are recovered. These developments diverge from previous approaches of extracting reproducible subsets of patterns from a dataset and open up the possibility of moving beyond the study of homogeneous sample sets to addressing open questions on topics such as nanocrystal growth and dynamics, as well as phase transitions which have not been externally triggered.
000473658 536__ $$0G:(DE-HGF)POF4-631$$a631 - Matter – Dynamics, Mechanisms and Control (POF4-631)$$cPOF4-631$$fPOF IV$$x0
000473658 536__ $$0G:(GEPRIS)390715994$$aDFG project 390715994 - EXC 2056: CUI: Advanced Imaging of Matter (390715994)$$c390715994$$x1
000473658 536__ $$0G:(GEPRIS)194651731$$aDFG project 194651731 - EXC 1074: Hamburger Zentrum für ultraschnelle Beobachtung (CUI): Struktur, Dynamik und Kontrolle von Materie auf atomarer Skala (194651731)$$c194651731$$x2
000473658 536__ $$0G:(EU-Grant)614507$$aCOMOTION - Controlling the Motion of Complex Molecules and Particles (614507)$$c614507$$fERC-2013-CoG$$x3
000473658 536__ $$0G:(DE-HGF)IVF-20140101$$aIVF - Impuls- und Vernetzungsfonds (IVF-20140101)$$cIVF-20140101$$x4
000473658 588__ $$aDataset connected to CrossRef, Journals: bib-pubdb1.desy.de
000473658 693__ $$0EXP:(DE-H253)XFEL-SPB-20150101$$1EXP:(DE-H253)XFEL-20150101$$5EXP:(DE-H253)XFEL-SPB-20150101$$6EXP:(DE-H253)XFEL-SASE1-20150101$$aXFEL$$eSPB: Single Particles, clusters & Biomolecules$$fSASE1$$x0
000473658 7001_ $$0P:(DE-H253)PIP1020096$$aAwel, Salah$$b1
000473658 7001_ $$0P:(DE-H253)PIP1008245$$aBarty, Anton$$b2
000473658 7001_ $$0P:(DE-H253)PIP1016993$$aBean, Richard$$b3
000473658 7001_ $$0P:(DE-H253)PIP1020945$$aBielecki, Johan$$b4
000473658 7001_ $$0P:(DE-H253)PIP1085607$$aBergemann, Martin$$b5
000473658 7001_ $$0P:(DE-H253)PIP1018820$$aDaurer, Benedikt$$b6
000473658 7001_ $$0P:(DE-H253)PIP1007725$$aEkeberg, Tomas$$b7
000473658 7001_ $$0P:(DE-H253)PIP1081267$$aEstillore, Armando D.$$b8
000473658 7001_ $$0P:(DE-H253)PIP1033005$$aFangohr, Hans$$b9
000473658 7001_ $$0P:(DE-H253)PIP1011694$$aGiewekemeyer, Klaus$$b10
000473658 7001_ $$0P:(DE-H253)PIP1009944$$aHunter, Mark S.$$b11
000473658 7001_ $$0P:(DE-H253)PIP1006670$$aKarnevskiy, Mikhail$$b12
000473658 7001_ $$0P:(DE-H253)PIP1009087$$aKirian, Richard$$b13
000473658 7001_ $$0P:(DE-H253)PIP1032266$$aKirkwood, Henry$$b14
000473658 7001_ $$0P:(DE-H253)PIP1080776$$aKim, Yoonhee$$b15
000473658 7001_ $$0P:(DE-H253)PIP1031917$$aKoliyadu, Jayanath$$b16
000473658 7001_ $$0P:(DE-H253)PIP1087060$$aLange, Holger$$b17
000473658 7001_ $$0P:(DE-H253)PIP1026177$$aLetrun, Romain$$b18
000473658 7001_ $$0P:(DE-H253)PIP1083098$$aLübke, Jannik$$b19
000473658 7001_ $$0P:(DE-H253)PIP1094551$$aMall, Abhishek$$b20
000473658 7001_ $$0P:(DE-H253)PIP1033006$$aMichelat, Thomas$$b21
000473658 7001_ $$0P:(DE-H253)PIP1014904$$aMorgan, Andrew J.$$b22
000473658 7001_ $$0P:(DE-H253)PIP1019752$$aRoth, Nils$$b23
000473658 7001_ $$0P:(DE-H253)PIP1032102$$aSamanta, Amit K.$$b24
000473658 7001_ $$0P:(DE-H253)PIP1021842$$aSato, Tokushi$$b25
000473658 7001_ $$0P:(DE-H253)PIP1085061$$aShen, Zhou$$b26
000473658 7001_ $$0P:(DE-H253)PIP1004233$$aSikorski, Marcin$$b27
000473658 7001_ $$0P:(DE-H253)PIP1019230$$aSchulz, Florian$$b28
000473658 7001_ $$0P:(DE-H253)PIP1008263$$aSpence, John C. H.$$b29
000473658 7001_ $$0P:(DE-H253)PIP1021497$$aVagovic, Patrik$$b30
000473658 7001_ $$0P:(DE-H253)PIP1088580$$aWollweber, Tamme$$b31
000473658 7001_ $$0P:(DE-H253)PIP1025342$$aWorbs, Lena$$b32
000473658 7001_ $$0P:(DE-HGF)0$$aXavier, P. Lourdu$$b33
000473658 7001_ $$0P:(DE-H253)PIP1006155$$aYefanov, Oleksandr$$b34
000473658 7001_ $$0P:(DE-H253)PIP1008707$$aMaia, Filipe R. N. C.$$b35
000473658 7001_ $$0P:(DE-H253)PIP1018933$$aHorke, Daniel A.$$b36
000473658 7001_ $$0P:(DE-H253)PIP1012175$$aKüpper, Jochen$$b37
000473658 7001_ $$0P:(DE-H253)PIP1013332$$aLoh, Duane$$b38
000473658 7001_ $$0P:(DE-H253)PIP1006340$$aMancuso, Adrian$$b39
000473658 7001_ $$0P:(DE-H253)PIP1006324$$aChapman, Henry N.$$b40
000473658 7001_ $$0P:(DE-H253)PIP1023449$$aAyyer, Kartik$$b41$$eCorresponding author
000473658 773__ $$0PERI:(DE-600)2754953-7$$a10.1107/S2052252521012707$$gVol. 9, no. 2$$n2$$p204 - 214$$tIUCrJ$$v9$$x2052-2525$$y2022
000473658 8564_ $$uhttps://bib-pubdb1.desy.de/record/473658/files/it5025.pdf$$yOpenAccess
000473658 8564_ $$uhttps://bib-pubdb1.desy.de/record/473658/files/it5025.pdf?subformat=pdfa$$xpdfa$$yOpenAccess
000473658 8564_ $$uhttps://bib-pubdb1.desy.de/record/473658/files/teaser%20image.png
000473658 8564_ $$uhttps://bib-pubdb1.desy.de/record/473658/files/teaser%20image.gif?subformat=icon$$xicon
000473658 8564_ $$uhttps://bib-pubdb1.desy.de/record/473658/files/teaser%20image.jpg?subformat=icon-180$$xicon-180
000473658 8564_ $$uhttps://bib-pubdb1.desy.de/record/473658/files/teaser%20image.jpg?subformat=icon-700$$xicon-700
000473658 909CO $$ooai:bib-pubdb1.desy.de:473658$$pdnbdelivery$$pec_fundedresources$$pVDB$$pdriver$$popen_access$$popenaire
000473658 9101_ $$0I:(DE-H253)_CFEL-20120731$$6P:(DE-H253)PIP1092288$$aCentre for Free-Electron Laser Science$$b0$$kCFEL
000473658 9101_ $$0I:(DE-588b)2019024-4$$6P:(DE-H253)PIP1092288$$aMax-Planck-Gesellschaft zur Förderung der Wissenschaften$$b0$$kMPG
000473658 9101_ $$0I:(DE-588b)2008985-5$$6P:(DE-H253)PIP1020096$$aDeutsches Elektronen-Synchrotron$$b1$$kDESY
000473658 9101_ $$0I:(DE-H253)_CFEL-20120731$$6P:(DE-H253)PIP1020096$$aCentre for Free-Electron Laser Science$$b1$$kCFEL
000473658 9101_ $$0I:(DE-588)1043621512$$6P:(DE-H253)PIP1020096$$aEuropean XFEL$$b1$$kXFEL.EU
000473658 9101_ $$0I:(DE-588b)2008985-5$$6P:(DE-H253)PIP1008245$$aDeutsches Elektronen-Synchrotron$$b2$$kDESY
000473658 9101_ $$0I:(DE-588)1043621512$$6P:(DE-H253)PIP1008245$$aEuropean XFEL$$b2$$kXFEL.EU
000473658 9101_ $$0I:(DE-588)1043621512$$6P:(DE-H253)PIP1016993$$aEuropean XFEL$$b3$$kXFEL.EU
000473658 9101_ $$0I:(DE-588)1043621512$$6P:(DE-H253)PIP1020945$$aEuropean XFEL$$b4$$kXFEL.EU
000473658 9101_ $$0I:(DE-588)1043621512$$6P:(DE-H253)PIP1085607$$aEuropean XFEL$$b5$$kXFEL.EU
000473658 9101_ $$0I:(DE-HGF)0$$6P:(DE-H253)PIP1085607$$aExternal Institute$$b5$$kExtern
000473658 9101_ $$0I:(DE-HGF)0$$6P:(DE-H253)PIP1018820$$aExternal Institute$$b6$$kExtern
000473658 9101_ $$0I:(DE-H253)_CFEL-20120731$$6P:(DE-H253)PIP1007725$$aCentre for Free-Electron Laser Science$$b7$$kCFEL
000473658 9101_ $$0I:(DE-HGF)0$$6P:(DE-H253)PIP1007725$$aExternal Institute$$b7$$kExtern
000473658 9101_ $$0I:(DE-588)1043621512$$6P:(DE-H253)PIP1007725$$aEuropean XFEL$$b7$$kXFEL.EU
000473658 9101_ $$0I:(DE-588b)2008985-5$$6P:(DE-H253)PIP1081267$$aDeutsches Elektronen-Synchrotron$$b8$$kDESY
000473658 9101_ $$0I:(DE-H253)_CFEL-20120731$$6P:(DE-H253)PIP1081267$$aCentre for Free-Electron Laser Science$$b8$$kCFEL
000473658 9101_ $$0I:(DE-588)1043621512$$6P:(DE-H253)PIP1081267$$aEuropean XFEL$$b8$$kXFEL.EU
000473658 9101_ $$0I:(DE-H253)_CFEL-20120731$$6P:(DE-H253)PIP1033005$$aCentre for Free-Electron Laser Science$$b9$$kCFEL
000473658 9101_ $$0I:(DE-588b)2019024-4$$6P:(DE-H253)PIP1033005$$aMax-Planck-Gesellschaft zur Förderung der Wissenschaften$$b9$$kMPG
000473658 9101_ $$0I:(DE-588)1043621512$$6P:(DE-H253)PIP1033005$$aEuropean XFEL$$b9$$kXFEL.EU
000473658 9101_ $$0I:(DE-588)1043621512$$6P:(DE-H253)PIP1011694$$aEuropean XFEL$$b10$$kXFEL.EU
000473658 9101_ $$0I:(DE-HGF)0$$6P:(DE-H253)PIP1011694$$aExternal Institute$$b10$$kExtern
000473658 9101_ $$0I:(DE-588)1043621512$$6P:(DE-H253)PIP1009944$$aEuropean XFEL$$b11$$kXFEL.EU
000473658 9101_ $$0I:(DE-588b)2008985-5$$6P:(DE-H253)PIP1006670$$aDeutsches Elektronen-Synchrotron$$b12$$kDESY
000473658 9101_ $$0I:(DE-588)1043621512$$6P:(DE-H253)PIP1006670$$aEuropean XFEL$$b12$$kXFEL.EU
000473658 9101_ $$0I:(DE-588)1043621512$$6P:(DE-H253)PIP1009087$$aEuropean XFEL$$b13$$kXFEL.EU
000473658 9101_ $$0I:(DE-HGF)0$$6P:(DE-H253)PIP1009087$$aExternal Institute$$b13$$kExtern
000473658 9101_ $$0I:(DE-588)1043621512$$6P:(DE-H253)PIP1032266$$aEuropean XFEL$$b14$$kXFEL.EU
000473658 9101_ $$0I:(DE-588)1043621512$$6P:(DE-H253)PIP1080776$$aEuropean XFEL$$b15$$kXFEL.EU
000473658 9101_ $$0I:(DE-588b)2008985-5$$6P:(DE-H253)PIP1031917$$aDeutsches Elektronen-Synchrotron$$b16$$kDESY
000473658 9101_ $$0I:(DE-588)1043621512$$6P:(DE-H253)PIP1031917$$aEuropean XFEL$$b16$$kXFEL.EU
000473658 9101_ $$0I:(DE-HGF)0$$6P:(DE-H253)PIP1087060$$aExternal Institute$$b17$$kExtern
000473658 9101_ $$0I:(DE-588)1043621512$$6P:(DE-H253)PIP1087060$$aEuropean XFEL$$b17$$kXFEL.EU
000473658 9101_ $$0I:(DE-588)1043621512$$6P:(DE-H253)PIP1026177$$aEuropean XFEL$$b18$$kXFEL.EU
000473658 9101_ $$0I:(DE-H253)_CFEL-20120731$$6P:(DE-H253)PIP1083098$$aCentre for Free-Electron Laser Science$$b19$$kCFEL
000473658 9101_ $$0I:(DE-HGF)0$$6P:(DE-H253)PIP1083098$$aExternal Institute$$b19$$kExtern
000473658 9101_ $$0I:(DE-588)1043621512$$6P:(DE-H253)PIP1083098$$aEuropean XFEL$$b19$$kXFEL.EU
000473658 9101_ $$0I:(DE-H253)_CFEL-20120731$$6P:(DE-H253)PIP1094551$$aCentre for Free-Electron Laser Science$$b20$$kCFEL
000473658 9101_ $$0I:(DE-588b)2019024-4$$6P:(DE-H253)PIP1094551$$aMax-Planck-Gesellschaft zur Förderung der Wissenschaften$$b20$$kMPG
000473658 9101_ $$0I:(DE-588)1043621512$$6P:(DE-H253)PIP1033006$$aEuropean XFEL$$b21$$kXFEL.EU
000473658 9101_ $$0I:(DE-H253)_CFEL-20120731$$6P:(DE-H253)PIP1014904$$aCentre for Free-Electron Laser Science$$b22$$kCFEL
000473658 9101_ $$0I:(DE-588)1043621512$$6P:(DE-H253)PIP1014904$$aEuropean XFEL$$b22$$kXFEL.EU
000473658 9101_ $$0I:(DE-H253)_CFEL-20120731$$6P:(DE-H253)PIP1019752$$aCentre for Free-Electron Laser Science$$b23$$kCFEL
000473658 9101_ $$0I:(DE-HGF)0$$6P:(DE-H253)PIP1019752$$aExternal Institute$$b23$$kExtern
000473658 9101_ $$0I:(DE-588)1043621512$$6P:(DE-H253)PIP1019752$$aEuropean XFEL$$b23$$kXFEL.EU
000473658 9101_ $$0I:(DE-588b)2008985-5$$6P:(DE-H253)PIP1032102$$aDeutsches Elektronen-Synchrotron$$b24$$kDESY
000473658 9101_ $$0I:(DE-H253)_CFEL-20120731$$6P:(DE-H253)PIP1032102$$aCentre for Free-Electron Laser Science$$b24$$kCFEL
000473658 9101_ $$0I:(DE-588)1043621512$$6P:(DE-H253)PIP1032102$$aEuropean XFEL$$b24$$kXFEL.EU
000473658 9101_ $$0I:(DE-588)1043621512$$6P:(DE-H253)PIP1021842$$aEuropean XFEL$$b25$$kXFEL.EU
000473658 9101_ $$0I:(DE-H253)_CFEL-20120731$$6P:(DE-H253)PIP1085061$$aCentre for Free-Electron Laser Science$$b26$$kCFEL
000473658 9101_ $$0I:(DE-588b)2019024-4$$6P:(DE-H253)PIP1085061$$aMax-Planck-Gesellschaft zur Förderung der Wissenschaften$$b26$$kMPG
000473658 9101_ $$0I:(DE-588)1043621512$$6P:(DE-H253)PIP1085061$$aEuropean XFEL$$b26$$kXFEL.EU
000473658 9101_ $$0I:(DE-588)1043621512$$6P:(DE-H253)PIP1004233$$aEuropean XFEL$$b27$$kXFEL.EU
000473658 9101_ $$0I:(DE-HGF)0$$6P:(DE-H253)PIP1019230$$aExternal Institute$$b28$$kExtern
000473658 9101_ $$0I:(DE-H253)_CFEL-20120731$$6P:(DE-H253)PIP1008263$$aCentre for Free-Electron Laser Science$$b29$$kCFEL
000473658 9101_ $$0I:(DE-588b)2008985-5$$6P:(DE-H253)PIP1021497$$aDeutsches Elektronen-Synchrotron$$b30$$kDESY
000473658 9101_ $$0I:(DE-H253)_CFEL-20120731$$6P:(DE-H253)PIP1021497$$aCentre for Free-Electron Laser Science$$b30$$kCFEL
000473658 9101_ $$0I:(DE-588)1043621512$$6P:(DE-H253)PIP1021497$$aEuropean XFEL$$b30$$kXFEL.EU
000473658 9101_ $$0I:(DE-H253)_CFEL-20120731$$6P:(DE-H253)PIP1088580$$aCentre for Free-Electron Laser Science$$b31$$kCFEL
000473658 9101_ $$0I:(DE-588b)2019024-4$$6P:(DE-H253)PIP1088580$$aMax-Planck-Gesellschaft zur Förderung der Wissenschaften$$b31$$kMPG
000473658 9101_ $$0I:(DE-588b)2008985-5$$6P:(DE-H253)PIP1025342$$aDeutsches Elektronen-Synchrotron$$b32$$kDESY
000473658 9101_ $$0I:(DE-H253)_CFEL-20120731$$6P:(DE-H253)PIP1025342$$aCentre for Free-Electron Laser Science$$b32$$kCFEL
000473658 9101_ $$0I:(DE-588)1043621512$$6P:(DE-H253)PIP1025342$$aEuropean XFEL$$b32$$kXFEL.EU
000473658 9101_ $$0I:(DE-588b)2008985-5$$6P:(DE-H253)PIP1006155$$aDeutsches Elektronen-Synchrotron$$b34$$kDESY
000473658 9101_ $$0I:(DE-H253)_CFEL-20120731$$6P:(DE-H253)PIP1006155$$aCentre for Free-Electron Laser Science$$b34$$kCFEL
000473658 9101_ $$0I:(DE-588)1043621512$$6P:(DE-H253)PIP1006155$$aEuropean XFEL$$b34$$kXFEL.EU
000473658 9101_ $$0I:(DE-HGF)0$$6P:(DE-H253)PIP1008707$$aExternal Institute$$b35$$kExtern
000473658 9101_ $$0I:(DE-588)1043621512$$6P:(DE-H253)PIP1008707$$aEuropean XFEL$$b35$$kXFEL.EU
000473658 9101_ $$0I:(DE-HGF)0$$6P:(DE-H253)PIP1018933$$aExternal Institute$$b36$$kExtern
000473658 9101_ $$0I:(DE-588)1043621512$$6P:(DE-H253)PIP1018933$$aEuropean XFEL$$b36$$kXFEL.EU
000473658 9101_ $$0I:(DE-588b)2008985-5$$6P:(DE-H253)PIP1012175$$aDeutsches Elektronen-Synchrotron$$b37$$kDESY
000473658 9101_ $$0I:(DE-H253)_CFEL-20120731$$6P:(DE-H253)PIP1012175$$aCentre for Free-Electron Laser Science$$b37$$kCFEL
000473658 9101_ $$0I:(DE-588)1043621512$$6P:(DE-H253)PIP1012175$$aEuropean XFEL$$b37$$kXFEL.EU
000473658 9101_ $$0I:(DE-588)1043621512$$6P:(DE-H253)PIP1013332$$aEuropean XFEL$$b38$$kXFEL.EU
000473658 9101_ $$0I:(DE-HGF)0$$6P:(DE-H253)PIP1013332$$aExternal Institute$$b38$$kExtern
000473658 9101_ $$0I:(DE-588)1043621512$$6P:(DE-H253)PIP1006340$$aEuropean XFEL$$b39$$kXFEL.EU
000473658 9101_ $$0I:(DE-HGF)0$$6P:(DE-H253)PIP1006340$$aExternal Institute$$b39$$kExtern
000473658 9101_ $$0I:(DE-588b)2008985-5$$6P:(DE-H253)PIP1006324$$aDeutsches Elektronen-Synchrotron$$b40$$kDESY
000473658 9101_ $$0I:(DE-H253)_CFEL-20120731$$6P:(DE-H253)PIP1006324$$aCentre for Free-Electron Laser Science$$b40$$kCFEL
000473658 9101_ $$0I:(DE-588)1043621512$$6P:(DE-H253)PIP1006324$$aEuropean XFEL$$b40$$kXFEL.EU
000473658 9101_ $$0I:(DE-H253)_CFEL-20120731$$6P:(DE-H253)PIP1023449$$aCentre for Free-Electron Laser Science$$b41$$kCFEL
000473658 9101_ $$0I:(DE-588b)2019024-4$$6P:(DE-H253)PIP1023449$$aMax-Planck-Gesellschaft zur Förderung der Wissenschaften$$b41$$kMPG
000473658 9101_ $$0I:(DE-588)1043621512$$6P:(DE-H253)PIP1023449$$aEuropean XFEL$$b41$$kXFEL.EU
000473658 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$$bForschungsbereich Materie$$lVon Materie zu Materialien und Leben$$vMatter – Dynamics, Mechanisms and Control$$x0
000473658 9141_ $$y2022
000473658 915__ $$0StatID:(DE-HGF)0200$$2StatID$$aDBCoverage$$bSCOPUS$$d2021-02-04
000473658 915__ $$0StatID:(DE-HGF)0300$$2StatID$$aDBCoverage$$bMedline$$d2021-02-04
000473658 915__ $$0LIC:(DE-HGF)CCBY4$$2HGFVOC$$aCreative Commons Attribution CC BY 4.0
000473658 915__ $$0StatID:(DE-HGF)0320$$2StatID$$aDBCoverage$$bPubMed Central$$d2021-02-04
000473658 915__ $$0StatID:(DE-HGF)0100$$2StatID$$aJCR$$bIUCRJ : 2019$$d2021-02-04
000473658 915__ $$0StatID:(DE-HGF)0501$$2StatID$$aDBCoverage$$bDOAJ Seal$$d2021-02-04
000473658 915__ $$0StatID:(DE-HGF)0500$$2StatID$$aDBCoverage$$bDOAJ$$d2021-02-04
000473658 915__ $$0StatID:(DE-HGF)0113$$2StatID$$aWoS$$bScience Citation Index Expanded$$d2021-02-04
000473658 915__ $$0StatID:(DE-HGF)0199$$2StatID$$aDBCoverage$$bClarivate Analytics Master Journal List$$d2021-02-04
000473658 915__ $$0StatID:(DE-HGF)0150$$2StatID$$aDBCoverage$$bWeb of Science Core Collection$$d2021-02-04
000473658 915__ $$0StatID:(DE-HGF)0510$$2StatID$$aOpenAccess
000473658 915__ $$0StatID:(DE-HGF)0030$$2StatID$$aPeer Review$$bDOAJ : Blind peer review$$d2021-02-04
000473658 915__ $$0StatID:(DE-HGF)0561$$2StatID$$aArticle Processing Charges$$d2021-02-04
000473658 915__ $$0StatID:(DE-HGF)9905$$2StatID$$aIF >= 5$$bIUCRJ : 2019$$d2021-02-04
000473658 915__ $$0StatID:(DE-HGF)0160$$2StatID$$aDBCoverage$$bEssential Science Indicators$$d2021-02-04
000473658 915__ $$0StatID:(DE-HGF)1150$$2StatID$$aDBCoverage$$bCurrent Contents - Physical, Chemical and Earth Sciences$$d2021-02-04
000473658 915__ $$0StatID:(DE-HGF)0700$$2StatID$$aFees$$d2021-02-04
000473658 9201_ $$0I:(DE-H253)FS-CFEL-1-20120731$$kFS-CFEL-1$$lCFEL-Coherent X-Ray Imaging$$x0
000473658 9201_ $$0I:(DE-H253)XFEL-User-20170713$$kXFEL-User$$lThe European XFEL Users$$x1
000473658 9201_ $$0I:(DE-H253)MPSD-20120731$$kMPSD$$lForschungsgruppe für strukturelle Dynamik$$x2
000473658 9201_ $$0I:(DE-H253)FS-CFEL-CMI-20220405$$kFS-CFEL-CMI$$lCFEL-CMI$$x3
000473658 980__ $$ajournal
000473658 980__ $$aVDB
000473658 980__ $$aUNRESTRICTED
000473658 980__ $$aI:(DE-H253)FS-CFEL-1-20120731
000473658 980__ $$aI:(DE-H253)XFEL-User-20170713
000473658 980__ $$aI:(DE-H253)MPSD-20120731
000473658 980__ $$aI:(DE-H253)FS-CFEL-CMI-20220405
000473658 9801_ $$aFullTexts