2023
DOI: 10.1126/sciadv.ade5839
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Three-dimensional femtosecond snapshots of isolated faceted nanostructures

Abstract: The structure and dynamics of isolated nanosamples in free flight can be directly visualized via single-shot coherent diffractive imaging using the intense and short pulses of x-ray free-electron lasers. Wide-angle scattering images encode three-dimensional (3D) morphological information of the samples, but its retrieval remains a challenge. Up to now, effective 3D morphology reconstructions from single shots were only achieved via fitting with highly constrained models, requiring a priori knowledge about poss… Show more

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Cited by 4 publications
(1 citation statement)
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“…The data analysis step can also be automated in a variety of ways. The analysis pipeline can leverage existing analysis methods and software [51,62], or use a ML method optimized for the particular kind of x-ray data: scattering [63][64][65][66][67][68][69][70][71][72], diffraction [73][74][75][76][77][78][79] and crystallography [80,81], reflectivity [82][83][84], imaging [85][86][87][88][89][90][91], spectroscopy [92][93][94], photon correlation spectroscopy [95,96], or XFEL pulsed experiments [10,97,98] and single-particle diffraction [73,[99][100][101]. In all cases, analysis code must be wrapped in a workflow manager that can automatically trigger the analysis pipeline as soon as new data is collected.…”
Section: Autonomous Loopmentioning
confidence: 99%
“…The data analysis step can also be automated in a variety of ways. The analysis pipeline can leverage existing analysis methods and software [51,62], or use a ML method optimized for the particular kind of x-ray data: scattering [63][64][65][66][67][68][69][70][71][72], diffraction [73][74][75][76][77][78][79] and crystallography [80,81], reflectivity [82][83][84], imaging [85][86][87][88][89][90][91], spectroscopy [92][93][94], photon correlation spectroscopy [95,96], or XFEL pulsed experiments [10,97,98] and single-particle diffraction [73,[99][100][101]. In all cases, analysis code must be wrapped in a workflow manager that can automatically trigger the analysis pipeline as soon as new data is collected.…”
Section: Autonomous Loopmentioning
confidence: 99%