Projekter pr. år
Abstract
virtualization offers significant potential to optimize resource
utilization in distributed systems. Particularly in edge computing
scenarios, the architecture of edge devices can be simplified by
consolidating GPU usage at the edge gateway, which offers the
improvement of the GPU utilization by sharing the GPU by
multiple edge client devices. However, the effectiveness of this
approach is heavily contingent upon network communication,
which in edge environments often lacks the high-speed and
low latency links as well as specialized protocols available in
traditional data center settings for high performance computing,
especially if wireless networks are deployed. Therefore, our
study aims to comprehensively analyze and evaluate the perfor-
mance implications of using the conventional transmission control
protocol (TCP) versus the emerging QUIC protocol in such
environments. We specifically focus on assessing QUIC’s unique
features, including concurrent streams, stream cancellation, and
stream prioritization, which are not inherently present in TCP.
Furthermore, we investigate the potential performance gains
achievable through the adoption of asynchronous API calls,
aiming to provide insights into optimizing GPU utilization in edge
computing. We show the advantages of most of QUIC’s features
and asynchronous API calls by an experimental evaluation.
Originalsprog | Engelsk |
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Titel | 20th International Conference on Wireless and Mobile Computing, Networking and Communications |
Forlag | IEEE (Institute of Electrical and Electronics Engineers) |
Publikationsdato | 2024 |
Artikelnummer | 10770358 |
DOI | |
Status | Udgivet - 2024 |
Begivenhed | 20th International Conference on Wireless and Mobile Computing, Networking and Communications - Paris, Frankrig Varighed: 21 okt. 2024 → 23 okt. 2024 http://www.wimob.org/wimob2024/index.php |
Konference
Konference | 20th International Conference on Wireless and Mobile Computing, Networking and Communications |
---|---|
Land/Område | Frankrig |
By | Paris |
Periode | 21/10/2024 → 23/10/2024 |
Internetadresse |
Navn | IEEE International Conference on Wireless and Mobile Computing, Networking and Communications (WiMob) |
---|---|
ISSN | 2160-4894 |
Fingeraftryk
Dyk ned i forskningsemnerne om 'QUIC(K) communication for GPU Virtualization in Edge Computing'. Sammen danner de et unikt fingeraftryk.Projekter
- 1 Igangværende
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Horizon-KDT-JU CLEVER: Collaborative edge-cLoud continuum and Embedded AI for a Visionary industry of thE futuRe
Kosta, S. (PI (principal investigator)), Gaikwad, N. B. (Projektdeltager), Lübben, R. (Andet), Witte, N. (Projektdeltager), yu, W. (Projektdeltager) & Gowda, D. K. T. (Projektdeltager)
01/01/2023 → 31/12/2025
Projekter: Projekt › Forskning
Aktiviteter
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Paper presentation at WiMob '24: "QUIC(K) communication for GPU Virtualization in Edge Computing"
Kosta, S. (Foredragsholder)
23 okt. 2024Aktivitet: Foredrag og mundtlige bidrag › Konferenceoplæg
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GPU Virtualization Service for CNN Offloading at the Edge
Gaikwad, N. B. (Foredragsholder) & Kosta, S. (Foredragsholder)
29 maj 2024Aktivitet: Foredrag og mundtlige bidrag › Foredrag og præsentationer i privat eller offentlig virksomhed
Fil -
Ralf Lübben
Kosta, S. (Vært)
1 sep. 2023 → 28 feb. 2024Aktivitet: Værtskab for gæsteforsker › Værtskab for gæsteforsker