Reactive vs Predictive Live Migration in Edge Cloud

Daisy Rani, Saptarshi Ghosh, Tasos Dagiuklas

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

Abstract

Migrating services in an edge-cloud environment poses unique challenges, including heterogeneous environments, potential failures, and uneven resource distribution. This paper studies and evaluates reactive and predictive migration approaches to support live migration in case of edge cloud computing failures. Telemetry information related to edge cloud computing has been considered to trigger migration, whereas deadlock prevention algorithm has been used to determine and select the target device to migrate services. The paper evaluates these strategies by comparing resource utilization, assessing differences between predictive and reactive migration and handling multiple migrations for tenants hosting several applications. Experimental results have shown that predictive migration can reduce the downtime of the hosted services. Additionally, the total migration cost can be increased for both scenarios where the containers can be migrated to different edge devices due to lack of available resources.

Original languageEnglish
Title of host publicationICC 2024 - IEEE International Conference on Communications
EditorsMatthew Valenti, David Reed, Melissa Torres
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages4030-4035
Number of pages6
ISBN (Electronic)9781728190549
DOIs
Publication statusPublished - 20 Aug 2024
Event59th Annual IEEE International Conference on Communications, ICC 2024 - Denver, United States
Duration: 9 Jun 202413 Jun 2024

Publication series

NameIEEE International Conference on Communications
ISSN (Print)1550-3607

Conference

Conference59th Annual IEEE International Conference on Communications, ICC 2024
Country/TerritoryUnited States
CityDenver
Period9/06/2413/06/24

Bibliographical note

Publisher Copyright:
© 2024 IEEE.

Keywords

  • banker's algorithm
  • edge
  • edge computing
  • LSTM
  • MADM
  • migration
  • predictive
  • reactive

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