Holke, Johannes und Rüttgers, Alexander und Klitz, Margrit und Basermann, Achim (2019) Data-adapted Parallel Merge Sort. In: Data-adapted Parallel Merge Sort. High-Performance Computing and Networking in Aerospace Workshop at EuroPar Conference 2019, 2019-08-26 - 2019-08-30, Göttingen, Germany.
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Kurzfassung
In the aerospace sciences we produce huge amounts of data. This data must be arranged in a meaningful order, so that we can analyze or visualize it. In this paper we focus on data that is distributed among computer processes and then needs to be sorted by a single root process for further analysis. We assume that the memory on the root process is too small to hold all sorted data at once, so that we have to perform the sorting and processing of data chunk-wise. We prove the efficiency of our approach in weak scaling tests, where we achieve a near constant bandwidth. Additionally, we obtain a considerable speed up compared to the standard parallel external sort. We also demonstrate the usefulness of our algorithm in a real-life aviation application.
elib-URL des Eintrags: | https://elib.dlr.de/131410/ | ||||||||||||||||||||
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Dokumentart: | Konferenzbeitrag (Vorlesung) | ||||||||||||||||||||
Titel: | Data-adapted Parallel Merge Sort | ||||||||||||||||||||
Autoren: |
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Datum: | 26 August 2019 | ||||||||||||||||||||
Erschienen in: | Data-adapted Parallel Merge Sort | ||||||||||||||||||||
Referierte Publikation: | Ja | ||||||||||||||||||||
Open Access: | Nein | ||||||||||||||||||||
Gold Open Access: | Nein | ||||||||||||||||||||
In SCOPUS: | Nein | ||||||||||||||||||||
In ISI Web of Science: | Nein | ||||||||||||||||||||
Status: | veröffentlicht | ||||||||||||||||||||
Stichwörter: | Parallel sorting, High-performance computing, Merge sort, Data analysis, Aerospace sciences | ||||||||||||||||||||
Veranstaltungstitel: | High-Performance Computing and Networking in Aerospace Workshop at EuroPar Conference 2019 | ||||||||||||||||||||
Veranstaltungsort: | Göttingen, Germany | ||||||||||||||||||||
Veranstaltungsart: | Workshop | ||||||||||||||||||||
Veranstaltungsbeginn: | 26 August 2019 | ||||||||||||||||||||
Veranstaltungsende: | 30 August 2019 | ||||||||||||||||||||
Veranstalter : | Ramin Yahyapour | ||||||||||||||||||||
HGF - Forschungsbereich: | Luftfahrt, Raumfahrt und Verkehr | ||||||||||||||||||||
HGF - Programm: | Raumfahrt | ||||||||||||||||||||
HGF - Programmthema: | Technik für Raumfahrtsysteme | ||||||||||||||||||||
DLR - Schwerpunkt: | Raumfahrt | ||||||||||||||||||||
DLR - Forschungsgebiet: | R SY - Technik für Raumfahrtsysteme | ||||||||||||||||||||
DLR - Teilgebiet (Projekt, Vorhaben): | R - Vorhaben SISTEC (alt) | ||||||||||||||||||||
Standort: | Köln-Porz | ||||||||||||||||||||
Institute & Einrichtungen: | Institut für Simulations- und Softwaretechnik Institut für Simulations- und Softwaretechnik > High Performance Computing | ||||||||||||||||||||
Hinterlegt von: | Holke, Johannes | ||||||||||||||||||||
Hinterlegt am: | 11 Dez 2019 12:50 | ||||||||||||||||||||
Letzte Änderung: | 24 Apr 2024 20:34 |
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