Intelligent scaling for 6G IoE services for resource provisioning

<div><p>The proposed research motivates the 6G cellular networking for the Internet of Everything’s (IoE) usage empowerment that is currently not compatible with 5G. For 6G, more innovative technological resources are required to be handled by Mobile Edge Computing (MEC). Although the de...

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Main Author: Abdullah Alharbi (4173502) (author)
Other Authors: Hashem Alyami (18513249) (author), Poongodi M (18394809) (author), Hafiz Tayyab Rauf (10220516) (author), Seifedine Kadry (8713629) (author)
Published: 2021
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author Abdullah Alharbi (4173502)
author2 Hashem Alyami (18513249)
Poongodi M (18394809)
Hafiz Tayyab Rauf (10220516)
Seifedine Kadry (8713629)
author2_role author
author
author
author
author_facet Abdullah Alharbi (4173502)
Hashem Alyami (18513249)
Poongodi M (18394809)
Hafiz Tayyab Rauf (10220516)
Seifedine Kadry (8713629)
author_role author
dc.creator.none.fl_str_mv Abdullah Alharbi (4173502)
Hashem Alyami (18513249)
Poongodi M (18394809)
Hafiz Tayyab Rauf (10220516)
Seifedine Kadry (8713629)
dc.date.none.fl_str_mv 2021-10-26T03:00:00Z
dc.identifier.none.fl_str_mv 10.7717/peerj-cs.755
dc.relation.none.fl_str_mv https://figshare.com/articles/journal_contribution/Intelligent_scaling_for_6G_IoE_services_for_resource_provisioning/25764342
dc.rights.none.fl_str_mv CC BY 4.0
info:eu-repo/semantics/openAccess
dc.subject.none.fl_str_mv Information and computing sciences
Information systems
Intelligent scaling
6G enabled Internet of Everything
Resource enhancement
5G
Data science
Machine learning
Deep learning
dc.title.none.fl_str_mv Intelligent scaling for 6G IoE services for resource provisioning
dc.type.none.fl_str_mv Text
Journal contribution
info:eu-repo/semantics/publishedVersion
text
contribution to journal
description <div><p>The proposed research motivates the 6G cellular networking for the Internet of Everything’s (IoE) usage empowerment that is currently not compatible with 5G. For 6G, more innovative technological resources are required to be handled by Mobile Edge Computing (MEC). Although the demand for change in service from different sectors, the increase in IoE, the limitation of available computing resources of MEC, and intelligent resource solutions are getting much more significant. This research used IScaler, an effective model for intelligent service placement solutions and resource scaling. IScaler is considered to be made for MEC in Deep Reinforcement Learning (DRL). The paper has considered several requirements for making service placement decisions. The research also highlights several challenges geared by architectonics that submerge an Intelligent Scaling and Placement module.</p><p> </p></div><h2>Other Information</h2> <p> Published in: PeerJ Computer Science<br> License: <a href="https://creativecommons.org/licenses/by/4.0/" target="_blank">https://creativecommons.org/licenses/by/4.0/</a><br>See article on publisher's website: <a href="https://dx.doi.org/10.7717/peerj-cs.755" target="_blank">https://dx.doi.org/10.7717/peerj-cs.755</a></p>
eu_rights_str_mv openAccess
id Manara2_c9a7ef463b6e3956076ba3d4704a1b1a
identifier_str_mv 10.7717/peerj-cs.755
network_acronym_str Manara2
network_name_str Manara2
oai_identifier_str oai:figshare.com:article/25764342
publishDate 2021
repository.mail.fl_str_mv
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rights_invalid_str_mv CC BY 4.0
spelling Intelligent scaling for 6G IoE services for resource provisioningAbdullah Alharbi (4173502)Hashem Alyami (18513249)Poongodi M (18394809)Hafiz Tayyab Rauf (10220516)Seifedine Kadry (8713629)Information and computing sciencesInformation systemsIntelligent scaling6G enabled Internet of EverythingResource enhancement5GData scienceMachine learningDeep learning<div><p>The proposed research motivates the 6G cellular networking for the Internet of Everything’s (IoE) usage empowerment that is currently not compatible with 5G. For 6G, more innovative technological resources are required to be handled by Mobile Edge Computing (MEC). Although the demand for change in service from different sectors, the increase in IoE, the limitation of available computing resources of MEC, and intelligent resource solutions are getting much more significant. This research used IScaler, an effective model for intelligent service placement solutions and resource scaling. IScaler is considered to be made for MEC in Deep Reinforcement Learning (DRL). The paper has considered several requirements for making service placement decisions. The research also highlights several challenges geared by architectonics that submerge an Intelligent Scaling and Placement module.</p><p> </p></div><h2>Other Information</h2> <p> Published in: PeerJ Computer Science<br> License: <a href="https://creativecommons.org/licenses/by/4.0/" target="_blank">https://creativecommons.org/licenses/by/4.0/</a><br>See article on publisher's website: <a href="https://dx.doi.org/10.7717/peerj-cs.755" target="_blank">https://dx.doi.org/10.7717/peerj-cs.755</a></p>2021-10-26T03:00:00ZTextJournal contributioninfo:eu-repo/semantics/publishedVersiontextcontribution to journal10.7717/peerj-cs.755https://figshare.com/articles/journal_contribution/Intelligent_scaling_for_6G_IoE_services_for_resource_provisioning/25764342CC BY 4.0info:eu-repo/semantics/openAccessoai:figshare.com:article/257643422021-10-26T03:00:00Z
spellingShingle Intelligent scaling for 6G IoE services for resource provisioning
Abdullah Alharbi (4173502)
Information and computing sciences
Information systems
Intelligent scaling
6G enabled Internet of Everything
Resource enhancement
5G
Data science
Machine learning
Deep learning
status_str publishedVersion
title Intelligent scaling for 6G IoE services for resource provisioning
title_full Intelligent scaling for 6G IoE services for resource provisioning
title_fullStr Intelligent scaling for 6G IoE services for resource provisioning
title_full_unstemmed Intelligent scaling for 6G IoE services for resource provisioning
title_short Intelligent scaling for 6G IoE services for resource provisioning
title_sort Intelligent scaling for 6G IoE services for resource provisioning
topic Information and computing sciences
Information systems
Intelligent scaling
6G enabled Internet of Everything
Resource enhancement
5G
Data science
Machine learning
Deep learning