Mobility Aware Edge Computing Segmentation Towards Localized Orchestration

Sam Aleyadeh, Abdallah Moubayed, Abdallah Shami

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

4 Scopus citations

Abstract

The current trend in end-user device's advancements in computing and communication capabilities makes edge computing an attractive solution to pave the way for the coveted ultra-low latency services. The success of the edge computing networking paradigm depends on the proper orchestration of the edge servers. Several Edge applications and services are intolerant to latency, especially in 5G and beyond networks, such as intelligent video surveillance, E-health, Internet of Vehicles, and augmented reality applications. The edge devices underwent rapid growth in both capabilities and size to cope with the service demands. Orchestrating it on the cloud was a prominent trend during the past decade. However, the increasing number of edge devices poses a significant burden on the orchestration delay. In addition to the growth in edge devices, the high mobility of users renders traditional orchestration schemes impractical for contemporary edge networks. Proper segmentation of the edge space becomes necessary to adapt these schemes to address these challenges. In this paper, we introduce a segmentation technique employing lax clustering and segregated mobility-based clustering. We then apply latency mapping to these clusters. The proposed scheme's main objective is to create subspaces (segments) that enable light and efficient edge orchestration by-reducing the processing time and the core cloud communication overhead. A bench-marking simulation is conducted with the results showing decreased mobility-related failures and reduced orchestration delay.

Original languageEnglish
Title of host publication2021 International Symposium on Networks, Computers and Communications, ISNCC 2021
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)9780738113166
DOIs
StatePublished - 2021
Externally publishedYes

Publication series

Name2021 International Symposium on Networks, Computers and Communications, ISNCC 2021

Bibliographical note

Publisher Copyright:
© 2021 IEEE.

Keywords

  • Clustering
  • Edge Computing
  • Mobility
  • Orchestration
  • Segmentation

ASJC Scopus subject areas

  • Information Systems and Management
  • Safety, Risk, Reliability and Quality
  • Instrumentation
  • Computer Networks and Communications

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