Dariol, Quentin und Le Nours, Sebastien und Pillement, Sebastien und Grüttner, Kim und Helms, Domenik und Stemmer, Ralf (2022) Setup of an Experimental Framework for Performance Modeling and Prediction of Embedded Multicore AI Architectures. Projektbericht. andere. Nantes Université. 19 S. doi: 10.5281/zenodo.11208743.
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Kurzfassung
Evaluation of performance for complex applications such as Artificial Intelligence (AI) algorithms and more specifically neural networks on Multi-Processor Systems on a Chip (MPSoC) is tedious. Finding an optimized partitioning of the application while predicting accurately the latency induced by communication bus congestion, is hard using traditional analysis methods. This document presents a performance prediction worklow based on SystemC simulation models for timing prediction of neural networks on MPSoC.
elib-URL des Eintrags: | https://elib.dlr.de/188380/ | ||||||||||||||||||||||||||||
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Dokumentart: | Berichtsreihe (Projektbericht, andere) | ||||||||||||||||||||||||||||
Titel: | Setup of an Experimental Framework for Performance Modeling and Prediction of Embedded Multicore AI Architectures | ||||||||||||||||||||||||||||
Autoren: |
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Datum: | Januar 2022 | ||||||||||||||||||||||||||||
Referierte Publikation: | Ja | ||||||||||||||||||||||||||||
Open Access: | Ja | ||||||||||||||||||||||||||||
DOI: | 10.5281/zenodo.11208743 | ||||||||||||||||||||||||||||
Seitenanzahl: | 19 | ||||||||||||||||||||||||||||
Status: | veröffentlicht | ||||||||||||||||||||||||||||
Stichwörter: | Model Of Performance, Multi Processor, Real-Time Analysis, Embedded Artificial Intelligence, Neural Network | ||||||||||||||||||||||||||||
Institution: | Nantes Université | ||||||||||||||||||||||||||||
HGF - Forschungsbereich: | Luftfahrt, Raumfahrt und Verkehr | ||||||||||||||||||||||||||||
HGF - Programm: | Verkehr | ||||||||||||||||||||||||||||
HGF - Programmthema: | keine Zuordnung | ||||||||||||||||||||||||||||
DLR - Schwerpunkt: | Verkehr | ||||||||||||||||||||||||||||
DLR - Forschungsgebiet: | V - keine Zuordnung | ||||||||||||||||||||||||||||
DLR - Teilgebiet (Projekt, Vorhaben): | V - keine Zuordnung | ||||||||||||||||||||||||||||
Standort: | Oldenburg | ||||||||||||||||||||||||||||
Institute & Einrichtungen: | Institut für Systems Engineering für zukünftige Mobilität > System Evolution and Operation | ||||||||||||||||||||||||||||
Hinterlegt von: | Dariol, Quentin | ||||||||||||||||||||||||||||
Hinterlegt am: | 26 Sep 2022 09:00 | ||||||||||||||||||||||||||||
Letzte Änderung: | 21 Mai 2024 07:42 |
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