Philipp Schmidt, Karim Ahmed, Cyril Danilevski, David Hammer, Robert Rosca, Thomas Kluyver, Thomas Michelat, Egor Sobolev, Luca Gelisio, Luis Maia, Maurizio Manetti, Janusz Malka, Krzysztof Wrona, Jolanta Sztuk-Dambietz, Vratko Rovensky, Marco Ramilli, Nuno Duarte, David Lomidze, Ibrahym Dourki, Hazem Yousef, Björn Senfftleben, Olivier Meyer, Monica Turcato, Steffen Hauf, Steve Aplin
{"title":"Turning European XFEL raw data into user data","authors":"Philipp Schmidt, Karim Ahmed, Cyril Danilevski, David Hammer, Robert Rosca, Thomas Kluyver, Thomas Michelat, Egor Sobolev, Luca Gelisio, Luis Maia, Maurizio Manetti, Janusz Malka, Krzysztof Wrona, Jolanta Sztuk-Dambietz, Vratko Rovensky, Marco Ramilli, Nuno Duarte, David Lomidze, Ibrahym Dourki, Hazem Yousef, Björn Senfftleben, Olivier Meyer, Monica Turcato, Steffen Hauf, Steve Aplin","doi":"10.3389/fphy.2023.1321524","DOIUrl":null,"url":null,"abstract":"<p>The European X-ray Free Electron Laser is a research facility located close to Hamburg, offering X-ray pulses with ultra-high brilliance and femtosecond duration at megahertz repetition rates. The detection systems necessary to unlock the full scientific potential made possible by this machine poses considerable challenges both in terms of data volume and rate, as well as the interpretation of their recorded signal. To provide optimal data quality, expert and detector-specific knowledge not easily accessible to external facility users is essential, and its implementation must cope with the generated volumes. We therefore aim to perform these preparatory processing steps and offer users a dataset suitable for further analysis as the primary data product. This work describes the machinery and workflows providing this data to users in an automatic, configurable and reproducible manner, both online during the experiment, and offline for scientific analysis afterward on the way to publication.</p>","PeriodicalId":12507,"journal":{"name":"Frontiers in Physics","volume":"47 1","pages":""},"PeriodicalIF":1.9000,"publicationDate":"2023-12-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Frontiers in Physics","FirstCategoryId":"101","ListUrlMain":"https://doi.org/10.3389/fphy.2023.1321524","RegionNum":3,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"PHYSICS, MULTIDISCIPLINARY","Score":null,"Total":0}
引用次数: 0
Abstract
The European X-ray Free Electron Laser is a research facility located close to Hamburg, offering X-ray pulses with ultra-high brilliance and femtosecond duration at megahertz repetition rates. The detection systems necessary to unlock the full scientific potential made possible by this machine poses considerable challenges both in terms of data volume and rate, as well as the interpretation of their recorded signal. To provide optimal data quality, expert and detector-specific knowledge not easily accessible to external facility users is essential, and its implementation must cope with the generated volumes. We therefore aim to perform these preparatory processing steps and offer users a dataset suitable for further analysis as the primary data product. This work describes the machinery and workflows providing this data to users in an automatic, configurable and reproducible manner, both online during the experiment, and offline for scientific analysis afterward on the way to publication.
欧洲 X 射线自由电子激光器是位于汉堡附近的一个研究设施,以百万赫兹的重复频率提供具有超高亮度和飞秒持续时间的 X 射线脉冲。要充分挖掘这台机器的科学潜力,所需的探测系统在数据量和速率以及对记录信号的解读方面都提出了相当大的挑战。为了提供最佳的数据质量,外部设备用户不容易获得的专家和探测器特定知识是必不可少的,其实施必须能够应对产生的数据量。因此,我们的目标是执行这些准备处理步骤,并为用户提供适合进一步分析的数据集作为主要数据产品。这项工作描述了以自动、可配置和可重现的方式向用户提供这些数据的机器和工作流程,这些数据既可以在实验过程中在线提供,也可以在实验结束后的出版过程中离线进行科学分析。
期刊介绍:
Frontiers in Physics publishes rigorously peer-reviewed research across the entire field, from experimental, to computational and theoretical physics. This multidisciplinary open-access journal is at the forefront of disseminating and communicating scientific knowledge and impactful discoveries to researchers, academics, engineers and the public worldwide.