End-to-end deep learning pipeline for real-time Bragg peak segmentation: from training to large-scale deployment

X-ray crystallography reconstruction, which transforms discrete X-ray diffraction patterns into three-dimensional molecular structures, relies critically on accurate Bragg peak finding for structure determination. As X-ray free electron laser (XFEL) facilities advance toward MHz data rates (1 millio...

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Autori principali:	Cong Wang, Valerio Mariani, Frédéric Poitevin, Matthew Avaylon, Jana Thayer
Natura:	Artigo
Lingua:	Inglês
Pubblicazione:	Frontiers Media S.A. 2025-03-01
Serie:	Frontiers in High Performance Computing
Soggetti:	deep learning in crystallography real-time Bragg peak finding model distillation producer-consumer architecture X-ray free electron lasers
Accesso online:	https://www.frontiersin.org/articles/10.3389/fhpcp.2025.1536471/full
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