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Provenance for Lattice QCD workflows
Auge, Tanja
, Bali, Gunnar
, Klettke, Meike
, Ludäscher, Bertram, Söldner, Wolfgang
, Weishäupl, Simon
und Wettig, Tilo
(2023)
Provenance for Lattice QCD workflows.
ArXiv.
Veröffentlichungsdatum dieses Volltextes: 13 Aug 2025 06:16
Artikel
DOI zum Zitieren dieses Dokuments: 10.5283/epub.77280
Zusammenfassung
We present a provenance model for the generic workflow of numerical Lattice Quantum Chromodynamics (QCD) calculations, which constitute an important component of particle physics research. These calculations are carried out on the largest supercomputers worldwide with data in the multi-PetaByte range being generated and analyzed. In the Lattice QCD community, a custom metadata standard (QCDml) ...
We present a provenance model for the generic workflow of numerical Lattice Quantum Chromodynamics (QCD) calculations, which constitute an important component of particle physics research. These calculations are carried out on the largest supercomputers worldwide with data in the multi-PetaByte range being generated and analyzed. In the Lattice QCD community, a custom metadata standard (QCDml) that includes certain provenance information already exists for one part of the workflow, the so-called generation of configurations.
In this paper, we follow the W3C PROV standard and formulate a provenance model that includes both the generation part and the so-called measurement part of the Lattice QCD workflow. We demonstrate the applicability of this model and show how the model can be used to answer some provenance-related research questions. However, many important provenance questions in the Lattice QCD community require extensions of this provenance model. To this end, we propose a multi-layered provenance approach that combines prospective and retrospective elements.
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| Dokumentenart | Artikel | ||||||
| Titel eines Journals oder einer Zeitschrift | ArXiv | ||||||
| Datum | 22 März 2023 | ||||||
| Institutionen | Physik > Institut für Theoretische Physik > Lehrstuhl Professor Braun > Arbeitsgruppe Tilo Wettig Physik > Institut für Theoretische Physik > Lehrstuhl Professor Schäfer > Arbeitsgruppe Gunnar Bali Informatik und Data Science > Allgemeine Informatik > Data Engineering (Prof. Dr.-Ing. Meike Klettke) | ||||||
| Projekte |
Gefördert von:
Deutsche Forschungsgemeinschaft (DFG)
(460248186)
| ||||||
| Identifikationsnummer |
| ||||||
| Stichwörter / Keywords | Workflow provenance, W3C PROV, Lattice QCD | ||||||
| Dewey-Dezimal-Klassifikation | 000 Informatik, Informationswissenschaft, allgemeine Werke > 004 Informatik 500 Naturwissenschaften und Mathematik > 530 Physik | ||||||
| Status | Veröffentlicht | ||||||
| Begutachtet | Ja, diese Version wurde begutachtet | ||||||
| An der Universität Regensburg entstanden | Zum Teil | ||||||
| URN der UB Regensburg | urn:nbn:de:bvb:355-epub-772804 | ||||||
| Dokumenten-ID | 77280 |
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