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A Decentralized Framework for Serverless Edge Computing in the Internet of Things

Articolo
Data di Pubblicazione:
2021
Abstract:
Serverless computing is becoming widely adopted among cloud providers, thus making increasingly popular the Function-as-a-Service (FaaS) programming model, where the developers realize services by packaging sequences of stateless function calls. The current technologies are very well suited to data centers, but cannot provide equally good performance in decentralized environments, such as edge computing systems, which are expected to be typical for Internet of Things (IoT) applications. In this article, we fill this gap by proposing a framework for efficient dispatching of stateless tasks to in-network executors so as to minimize the response times while exhibiting short- and long-term fairness, also leveraging information from a virtualized network infrastructure when available. Our solution is shown to be simple enough to be installed on devices with limited computational capabilities, such as IoT gateways, especially when using a hierarchical forwarding extension. We evaluate the proposed platform by means of extensive emulation experiments with a prototype implementation in realistic conditions. The results show that it is able to smoothly adapt to the mobility of clients and to the variations of their service request patterns, while coping promptly with network congestion.
Tipologia CRIS:
01.01 Articolo in rivista
Keywords:
Internet of Things services; software-defined networking; overlay networks; computer simulation experiments
Elenco autori:
Passarella, Andrea; Cicconetti, Claudio; Conti, Marco
Autori di Ateneo:
CICCONETTI CLAUDIO
CONTI MARCO
PASSARELLA ANDREA
Link alla scheda completa:
https://iris.cnr.it/handle/20.500.14243/449083
Pubblicato in:
IEEE TRANSACTIONS ON NETWORK AND SERVICE MANAGEMENT
Journal
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http://www.scopus.com/inward/record.url?eid=2-s2.0-85110821524&partnerID=q2rCbXpz
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