Change search
CiteExportLink to record
Permanent link

Direct link
Cite
Citation style
  • apa
  • ieee
  • modern-language-association-8th-edition
  • vancouver
  • apa.csl
  • Other style
More styles
Language
  • de-DE
  • en-GB
  • en-US
  • fi-FI
  • nn-NO
  • nn-NB
  • sv-SE
  • Other locale
More languages
Output format
  • html
  • text
  • asciidoc
  • rtf
An Online Simulated Annealing-based Task Offloading Strategy for a Mobile Edge Architecture
Karlstad University, Faculty of Health, Science and Technology (starting 2013), Department of Mathematics and Computer Science (from 2013). (Distributed Intelligent Systems and Communication)ORCID iD: 0009-0007-3773-5130
Karlstad University, Faculty of Health, Science and Technology (starting 2013), Department of Mathematics and Computer Science (from 2013). (Distributed Intelligent Systems and Communication)ORCID iD: 0000-0001-7547-8111
Karlstad University, Faculty of Health, Science and Technology (starting 2013), Department of Mathematics and Computer Science (from 2013). (Distributed Systems and Communications Research Group (DISCO))ORCID iD: 0000-0003-4147-9487
2024 (English)In: IEEE Access, E-ISSN 2169-3536, Vol. 12, p. 70707-70718Article in journal (Refereed) Published
Abstract [en]

This paper presents a novel online task scheduling strategy called SATS, designed for a hierarchical Mobile Edge Computing (MEC) architecture. SATS utilizes a Simulated Annealing-based method for scheduling tasks and demonstrates that Simulated Annealing can be a viable solution for online task scheduling, not just for offline task scheduling. However, the paper also emphasizes that the effectiveness of SATS depends on the precision of service request predictions. The paper evaluates three types of predictors: neutral, conservative, and optimistic. It concludes that when using a conservative predictor that overestimates the number of service requests, SATS performs the best in terms of higher acceptance rates and shorter processing times. In fact, when using a conservative predictor, SATS can offer an acceptance ratio that is only 5% lower than what it could have been if SATS had known the frequency of service request arrivals beforehand and deviates less than 20% from this acceptance ratio in all conducted experiments.

Place, publisher, year, edition, pages
Institute of Electrical and Electronics Engineers (IEEE), 2024. Vol. 12, p. 70707-70718
Keywords [en]
online task scheduling, simulated annealing, mobile edge computing, task offloading
National Category
Telecommunications Computer Sciences Communication Systems
Research subject
Computer Science
Identifiers
URN: urn:nbn:se:kau:diva-99693DOI: 10.1109/ACCESS.2024.3402611ISI: 001231444800001Scopus ID: 2-s2.0-85193546863OAI: oai:DiVA.org:kau-99693DiVA, id: diva2:1858783
Projects
Data-driven Latency-sensitive Mobile Services for a Digitalized Society (DRIVE)
Funder
Knowledge Foundation, 20220072Available from: 2024-05-19 Created: 2024-05-19 Last updated: 2025-10-16Bibliographically approved

Open Access in DiVA

fulltext(4257 kB)73 downloads
File information
File name FULLTEXT01.pdfFile size 4257 kBChecksum SHA-512
363599b92ace268efee7c0ffd7f543e0c1ecc2c757209e2530f00b4a93ee20b7ee7844ae3ff7fee5fdbd3025962992f817be006487642483e43984ead7d1288a
Type fulltextMimetype application/pdf

Other links

Publisher's full textScopus

Authority records

Mahjoubi, AyehRamaswamy, ArunselvanGrinnemo, Karl-Johan

Search in DiVA

By author/editor
Mahjoubi, AyehRamaswamy, ArunselvanGrinnemo, Karl-Johan
By organisation
Department of Mathematics and Computer Science (from 2013)
In the same journal
IEEE Access
TelecommunicationsComputer SciencesCommunication Systems

Search outside of DiVA

GoogleGoogle Scholar
Total: 73 downloads
The number of downloads is the sum of all downloads of full texts. It may include eg previous versions that are now no longer available

doi
urn-nbn

Altmetric score

doi
urn-nbn
Total: 193 hits
CiteExportLink to record
Permanent link

Direct link
Cite
Citation style
  • apa
  • ieee
  • modern-language-association-8th-edition
  • vancouver
  • apa.csl
  • Other style
More styles
Language
  • de-DE
  • en-GB
  • en-US
  • fi-FI
  • nn-NO
  • nn-NB
  • sv-SE
  • Other locale
More languages
Output format
  • html
  • text
  • asciidoc
  • rtf