Edge Computing Tasks Orchestration: An Energy-Aware Approach

Johan Lohde Thomsen, Kristian Dragsbak Schmidt Thomsen, Rasmus B. Schmidt, Soren D. Jakobsgaard, Thor Beregaard, Michele Albano, Sergio Moreschini, Davide Taibi

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

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Abstract

In this paper, we investigate experimentally the use of auctioning as a method for optimizing task orchestration in distributed computing systems by making selfish agents compete to execute computational tasks. Our goal is to find an approach that can improve the performance of these systems, using a deadline, fines, and reward limits in a reverse second-price sealed bid auction, to incentive and control the system, specifically in terms of improving task throughput and power consumption. With improvements to both energy consumption and task throughput, we have developed a promising approach, that is able to scale with the number of machines in the system. Results suggest that this type of auction may be useful for improving the implementation of these systems in a wide range of scenarios.

Original languageEnglish
Title of host publication2023 IEEE International Conference on Edge Computing and Communications, IEEE EDGE 2023
Subtitle of host publicationProceedings
EditorsClaudio Ardagna, Feras Awaysheh, Hongyi Bian, Carl K. Chang, Rong N. Chang, Flavia Delicato, Nirmit Desai, Jing Fan, Geoffrey C. Fox, Andrzej Goscinski, Zhi Jin, Anna Kobusinska, Omer Rana
PublisherIEEE
Pages115-117
Number of pages3
ISBN (Electronic)979-8-3503-0483-1
DOIs
Publication statusPublished - 2023
Publication typeA4 Article in conference proceedings
EventIEEE International Conference on Edge Computing and Communications (EDGE) - Chigaco, United States
Duration: 2 Jul 20238 Jul 2023

Publication series

NameIEEE International Conference on Edge Computing
Volume2023-July
ISSN (Electronic)2767-9918

Conference

ConferenceIEEE International Conference on Edge Computing and Communications (EDGE)
Country/TerritoryUnited States
CityChigaco
Period2/07/238/07/23

Keywords

  • auction
  • deadline
  • experiments
  • game theory
  • task offloading

Publication forum classification

  • Publication forum level 1

ASJC Scopus subject areas

  • Computer Networks and Communications
  • Hardware and Architecture
  • Artificial Intelligence

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