Published June 10, 2021 | Version v1
Preprint Open

Managing the far-Edge: are today's centralized solutions a good fit?

  • 1. ADLINK Technology Inc, France
  • 2. University Carlos III of Madrid, Spain

Description

Edge computing has established itself as the foundation for next-generation mobile networks, IT infrastructure, and industrial systems thanks to promised low network latency, computation offloading, and data locality. These properties empower key use-cases like Industry 4.0, Vehicular Communication, and the Internet of Things. Nowadays implementation of Edge computing is based on extensions to available Cloud computing software tools. While this approach accelerates adoption, it hinders the deployment of the aforementioned use-cases that requires an infrastructure largely more decentralized than Cloud data centers, notably in the far-Edge of the network. In this context, this work aims at (i) analyzing the differences between Cloud and Edge infrastructures, (ii) analyzing the architecture adopted by the most prominent open-source Edge computing solutions, and (iii) evaluating those solutions in terms of scalability and service instantiation time in a medium-size far Edge system. Results show that mainstream Edge solutions require powerful centralized controllers and always-on connectivity, making them unsuitable for highly decentralized scenarios in the far-Edge where stable and high-bandwidth links are not ubiquitous.

Notes

This work has been partially funded by the H2020 collaborative Europe/Taiwan research project 5G-DIVE (grant no. 859881) and by the H2020 European collaborative research project DAEMON (grant no. 101017109).

Files

IEEE Consumer Electronics Magazine _Managing_the_far_Edge__are_today_s_centralized_solutions_a_good_fit____Final .pdf

Additional details

Related works

Is previous version of
Preprint: 10.1109/MCE.2021.3082503 (DOI)

Funding

DAEMON – Network intelligence for aDAptive and sElf-Learning MObile Networks 101017109
European Commission
5G-DIVE – 5G-DIVE: eDge Intelligence for Vertical Experimentation 859881
European Commission