Dynamic UPF placement and chaining reconfiguration in 5G networks
Network function virtualization (NFV) and multi-access edge computing (MEC) have become two crucial pillars in developing 5G and beyond networks. NFV promises cost-saving and fast revenue generation through dynamic instantiation and the scaling of virtual network functions (VNFs) according to time-v...
| Autores: | , , , |
|---|---|
| Tipo de recurso: | artículo |
| Fecha de publicación: | 2022 |
| País: | España |
| Institución: | Universitat Politècnica de Catalunya (UPC) |
| Repositorio: | UPCommons. Portal del coneixement obert de la UPC |
| Idioma: | inglés |
| OAI Identifier: | oai:upcommons.upc.edu:2117/386146 |
| Acceso en línea: | https://hdl.handle.net/2117/386146 https://dx.doi.org/10.1016/j.comnet.2022.109200 |
| Access Level: | acceso abierto |
| Palabra clave: | 5G mobile communication systems 5G Dynamic reconfiguration Integer linear programming (ILP) Network function virtualization (NFV) Optimal stopping theory (OST) Service function chain (SFC) User plane function (UPF) Comunicacions mòbils, Sistemes de Àrees temàtiques de la UPC::Enginyeria de la telecomunicació::Telemàtica i xarxes d'ordinadors |
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Dynamic UPF placement and chaining reconfiguration in 5G networksLeyva Pupo, Irian|||0000-0001-6356-5840Cervelló Pastor, Cristina|||0000-0002-8056-0774Anagnostopoulos, ChristosPezaros, Dimitrios P.5G mobile communication systems5GDynamic reconfigurationInteger linear programming (ILP)Network function virtualization (NFV)Optimal stopping theory (OST)Service function chain (SFC)User plane function (UPF)Comunicacions mòbils, Sistemes deÀrees temàtiques de la UPC::Enginyeria de la telecomunicació::Telemàtica i xarxes d'ordinadorsNetwork function virtualization (NFV) and multi-access edge computing (MEC) have become two crucial pillars in developing 5G and beyond networks. NFV promises cost-saving and fast revenue generation through dynamic instantiation and the scaling of virtual network functions (VNFs) according to time-varying service demands. Additionally, MEC provides considerable reductions in network response time and backhaul traffic since network functions and server applications can be deployed close to users. Nevertheless, the placement and chaining of VNFs at the network edge is challenging due to numerous aspects and attendant trade-offs. This paper addresses the problem of dynamic user plane function placement and chaining reconfiguration (UPCR) in a MEC environment to cope with user mobility while guaranteeing cost reductions and acceptable quality of service (QoS). The problem is formalized as a multi-objective integer linear programming model to minimize multiple cost components involved in the UPCR procedure. We propose a heuristic algorithm called dynamic priority and cautious UPCR (DPC-UPCR) to reduce the solution time complexity. Additionally, we devise a scheduler mechanism based on optimal stopping theory to determine the best reconfiguration time according to instantaneous values of latency violations and a pre-established QoS threshold. Our detailed simulation results evidence the efficiency of the proposed approaches. Specifically, the DPC-UPCR provides near-optimal solutions, within 15% of the optimum in the worst case, in significantly shorter times than the mathematical model. Moreover, the proposed scheduling method outperforms two scheduler baseline solutions regarding the number of reconfiguration events and QoS levels.This work has been supported by the Agencia Estatal de Investigación of Ministerio de Ciencia e Innovación of Spain under project PID2019-108713RB-C51/ MCIN/ AEI/ 10.13039/501100011033 and through a predoctoral FPI scholarship. Additionally, this work was supported in part by the PETRAS National Centre of Excellence for IoT Systems Cybersecurity, which has been funded by the UK EPSRC under grant number EP/S035362/120222022-10-0920232023-04-12journal articlehttp://purl.org/coar/resource_type/c_6501VoRhttp://purl.org/coar/version/c_970fb48d4fbd8a85info:eu-repo/semantics/articleapplication/pdfhttps://hdl.handle.net/2117/386146https://dx.doi.org/10.1016/j.comnet.2022.109200reponame:UPCommons. Portal del coneixement obert de la UPCinstname:Universitat Politècnica de Catalunya (UPC)InglésengAgencia Estatal de Investigación http://doi.org/10.13039/501100011033 Plan Estatal de Investigación Científica y Técnica y de Innovación 2017-2020 PID2019-108713RB-C51 EVOLUCION HACIA REDES Y SERVICIOS AUTO-GESTIONADOS PARA EL 5G DEL FUTUROopen accesshttp://purl.org/coar/access_right/c_abf2Attribution-NonCommercial-NoDerivatives 4.0 Internationalhttp://creativecommons.org/licenses/by-nc-nd/4.0/info:eu-repo/semantics/openAccessoai:upcommons.upc.edu:2117/3861462026-05-27T15:37:01Z |
| dc.title.none.fl_str_mv |
Dynamic UPF placement and chaining reconfiguration in 5G networks |
| title |
Dynamic UPF placement and chaining reconfiguration in 5G networks |
| spellingShingle |
Dynamic UPF placement and chaining reconfiguration in 5G networks Leyva Pupo, Irian|||0000-0001-6356-5840 5G mobile communication systems 5G Dynamic reconfiguration Integer linear programming (ILP) Network function virtualization (NFV) Optimal stopping theory (OST) Service function chain (SFC) User plane function (UPF) Comunicacions mòbils, Sistemes de Àrees temàtiques de la UPC::Enginyeria de la telecomunicació::Telemàtica i xarxes d'ordinadors |
| title_short |
Dynamic UPF placement and chaining reconfiguration in 5G networks |
| title_full |
Dynamic UPF placement and chaining reconfiguration in 5G networks |
| title_fullStr |
Dynamic UPF placement and chaining reconfiguration in 5G networks |
| title_full_unstemmed |
Dynamic UPF placement and chaining reconfiguration in 5G networks |
| title_sort |
Dynamic UPF placement and chaining reconfiguration in 5G networks |
| dc.creator.none.fl_str_mv |
Leyva Pupo, Irian|||0000-0001-6356-5840 Cervelló Pastor, Cristina|||0000-0002-8056-0774 Anagnostopoulos, Christos Pezaros, Dimitrios P. |
| author |
Leyva Pupo, Irian|||0000-0001-6356-5840 |
| author_facet |
Leyva Pupo, Irian|||0000-0001-6356-5840 Cervelló Pastor, Cristina|||0000-0002-8056-0774 Anagnostopoulos, Christos Pezaros, Dimitrios P. |
| author_role |
author |
| author2 |
Cervelló Pastor, Cristina|||0000-0002-8056-0774 Anagnostopoulos, Christos Pezaros, Dimitrios P. |
| author2_role |
author author author |
| dc.subject.none.fl_str_mv |
5G mobile communication systems 5G Dynamic reconfiguration Integer linear programming (ILP) Network function virtualization (NFV) Optimal stopping theory (OST) Service function chain (SFC) User plane function (UPF) Comunicacions mòbils, Sistemes de Àrees temàtiques de la UPC::Enginyeria de la telecomunicació::Telemàtica i xarxes d'ordinadors |
| topic |
5G mobile communication systems 5G Dynamic reconfiguration Integer linear programming (ILP) Network function virtualization (NFV) Optimal stopping theory (OST) Service function chain (SFC) User plane function (UPF) Comunicacions mòbils, Sistemes de Àrees temàtiques de la UPC::Enginyeria de la telecomunicació::Telemàtica i xarxes d'ordinadors |
| description |
Network function virtualization (NFV) and multi-access edge computing (MEC) have become two crucial pillars in developing 5G and beyond networks. NFV promises cost-saving and fast revenue generation through dynamic instantiation and the scaling of virtual network functions (VNFs) according to time-varying service demands. Additionally, MEC provides considerable reductions in network response time and backhaul traffic since network functions and server applications can be deployed close to users. Nevertheless, the placement and chaining of VNFs at the network edge is challenging due to numerous aspects and attendant trade-offs. This paper addresses the problem of dynamic user plane function placement and chaining reconfiguration (UPCR) in a MEC environment to cope with user mobility while guaranteeing cost reductions and acceptable quality of service (QoS). The problem is formalized as a multi-objective integer linear programming model to minimize multiple cost components involved in the UPCR procedure. We propose a heuristic algorithm called dynamic priority and cautious UPCR (DPC-UPCR) to reduce the solution time complexity. Additionally, we devise a scheduler mechanism based on optimal stopping theory to determine the best reconfiguration time according to instantaneous values of latency violations and a pre-established QoS threshold. Our detailed simulation results evidence the efficiency of the proposed approaches. Specifically, the DPC-UPCR provides near-optimal solutions, within 15% of the optimum in the worst case, in significantly shorter times than the mathematical model. Moreover, the proposed scheduling method outperforms two scheduler baseline solutions regarding the number of reconfiguration events and QoS levels. |
| publishDate |
2022 |
| dc.date.none.fl_str_mv |
2022 2022-10-09 2023 2023-04-12 |
| dc.type.none.fl_str_mv |
journal article http://purl.org/coar/resource_type/c_6501 VoR http://purl.org/coar/version/c_970fb48d4fbd8a85 |
| dc.type.openaire.fl_str_mv |
info:eu-repo/semantics/article |
| format |
article |
| dc.identifier.none.fl_str_mv |
https://hdl.handle.net/2117/386146 https://dx.doi.org/10.1016/j.comnet.2022.109200 |
| url |
https://hdl.handle.net/2117/386146 https://dx.doi.org/10.1016/j.comnet.2022.109200 |
| dc.language.none.fl_str_mv |
Inglés eng |
| language_invalid_str_mv |
Inglés |
| language |
eng |
| dc.relation.none.fl_str_mv |
Agencia Estatal de Investigación http://doi.org/10.13039/501100011033 Plan Estatal de Investigación Científica y Técnica y de Innovación 2017-2020 PID2019-108713RB-C51 EVOLUCION HACIA REDES Y SERVICIOS AUTO-GESTIONADOS PARA EL 5G DEL FUTURO |
| dc.rights.none.fl_str_mv |
open access http://purl.org/coar/access_right/c_abf2 Attribution-NonCommercial-NoDerivatives 4.0 International http://creativecommons.org/licenses/by-nc-nd/4.0/ |
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info:eu-repo/semantics/openAccess |
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open access http://purl.org/coar/access_right/c_abf2 Attribution-NonCommercial-NoDerivatives 4.0 International http://creativecommons.org/licenses/by-nc-nd/4.0/ |
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openAccess |
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application/pdf |
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reponame:UPCommons. Portal del coneixement obert de la UPC instname:Universitat Politècnica de Catalunya (UPC) |
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