QoS-aware Network Self-management Architecture based on DRL and SDN for remote areas

Juan Chafla Altamirano; Mohamd Amine Slimane; Hassan Hassan; Khalil Drira

doi:10.23919/PEMWN56085.2022.9963841

QoS-aware Network Self-management Architecture based on DRL and SDN for remote areas

Juan Chafla Altamirano
, Mohamd Amine Slimane
, Hassan Hassan
, Khalil Drira

Facultad de Ingeniería

Producción científica: Capítulo del libro/informe/acta de congreso › Contribución de conferencia › revisión exhaustiva

5 Citas (Scopus)

Resumen

Solving the problem of connectivity in remote areas is vital for providing important services (e.g., telemedicine, virtual education, etc.) to communities of these regions. However, managing these communication networks is complex and requires permanent human intervention in such inaccessible and highly variable environments. We propose a network self-management architecture based on SDN and DRL that self-adapts to operational conditions to meet the QoS demands of network services. We use a case study of QoS-aware routing optimization in a rural scenario to test our architecture.

Idioma original	Inglés
Título de la publicación alojada	2022 IEEE 11th IFIP International Conference on Performance Evaluation and Modeling in Wireless and Wired Networks, PEMWN 2022
Editorial	Institute of Electrical and Electronics Engineers Inc.
ISBN (versión digital)	9783903176508
DOI	https://doi.org/10.23919/PEMWN56085.2022.9963841
Estado	Publicada - 2022
Evento	11th IEEE IFIP International Conference on Performance Evaluation and Modeling in Wireless and Wired Networks, PEMWN 2022 - Rome, Italia Duración: 8 nov. 2022 → 10 nov. 2022

Serie de la publicación

Nombre	2022 IEEE 11th IFIP International Conference on Performance Evaluation and Modeling in Wireless and Wired Networks, PEMWN 2022

Conferencia

Conferencia	11th IEEE IFIP International Conference on Performance Evaluation and Modeling in Wireless and Wired Networks, PEMWN 2022
País/Territorio	Italia
Ciudad	Rome
Período	8/11/22 → 10/11/22

Nota bibliográfica

Publisher Copyright:
© 2022 IFIP.

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10.23919/PEMWN56085.2022.9963841

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Enlace a la publicación en Scopus

A MACHINE LEARNING APPROACH FOR ARCHITECTING QOS-ENABLED NETWORK SERVICES FOR RURAL ENVIRONMENTS
Chafla Altamirano, G. J. (Investigador principal), Hassan, H. (Investigador Externo), Drira, K. (Investigador Externo) & Chafla Altamirano, J. F. (Director)
1/01/21 → 31/10/24
Proyecto: Investigación e Innovación

Archivo

Citar esto

Altamirano, J. C., Slimane, M. A., Hassan, H., & Drira, K. (2022). QoS-aware Network Self-management Architecture based on DRL and SDN for remote areas. En 2022 IEEE 11th IFIP International Conference on Performance Evaluation and Modeling in Wireless and Wired Networks, PEMWN 2022 (2022 IEEE 11th IFIP International Conference on Performance Evaluation and Modeling in Wireless and Wired Networks, PEMWN 2022). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.23919/PEMWN56085.2022.9963841

Altamirano, Juan Chafla ; Slimane, Mohamd Amine ; Hassan, Hassan et al. / QoS-aware Network Self-management Architecture based on DRL and SDN for remote areas. 2022 IEEE 11th IFIP International Conference on Performance Evaluation and Modeling in Wireless and Wired Networks, PEMWN 2022. Institute of Electrical and Electronics Engineers Inc., 2022. (2022 IEEE 11th IFIP International Conference on Performance Evaluation and Modeling in Wireless and Wired Networks, PEMWN 2022).

@inproceedings{a3cb004672234bbdbed7e8468161fa6e,

title = "QoS-aware Network Self-management Architecture based on DRL and SDN for remote areas",

abstract = "Solving the problem of connectivity in remote areas is vital for providing important services (e.g., telemedicine, virtual education, etc.) to communities of these regions. However, managing these communication networks is complex and requires permanent human intervention in such inaccessible and highly variable environments. We propose a network self-management architecture based on SDN and DRL that self-adapts to operational conditions to meet the QoS demands of network services. We use a case study of QoS-aware routing optimization in a rural scenario to test our architecture.",

keywords = "Deep Reinforcement Learning, QoS, Routing Optimization, SDN, self-management",

author = "Altamirano, \{Juan Chafla\} and Slimane, \{Mohamd Amine\} and Hassan Hassan and Khalil Drira",

note = "Publisher Copyright: {\textcopyright} 2022 IFIP.; 11th IEEE IFIP International Conference on Performance Evaluation and Modeling in Wireless and Wired Networks, PEMWN 2022 ; Conference date: 08-11-2022 Through 10-11-2022",

year = "2022",

doi = "10.23919/PEMWN56085.2022.9963841",

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series = "2022 IEEE 11th IFIP International Conference on Performance Evaluation and Modeling in Wireless and Wired Networks, PEMWN 2022",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

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}

Altamirano, JC, Slimane, MA, Hassan, H & Drira, K 2022, QoS-aware Network Self-management Architecture based on DRL and SDN for remote areas. En 2022 IEEE 11th IFIP International Conference on Performance Evaluation and Modeling in Wireless and Wired Networks, PEMWN 2022. 2022 IEEE 11th IFIP International Conference on Performance Evaluation and Modeling in Wireless and Wired Networks, PEMWN 2022, Institute of Electrical and Electronics Engineers Inc., 11th IEEE IFIP International Conference on Performance Evaluation and Modeling in Wireless and Wired Networks, PEMWN 2022, Rome, Italia, 8/11/22. https://doi.org/10.23919/PEMWN56085.2022.9963841

QoS-aware Network Self-management Architecture based on DRL and SDN for remote areas. / Altamirano, Juan Chafla; Slimane, Mohamd Amine; Hassan, Hassan et al.
2022 IEEE 11th IFIP International Conference on Performance Evaluation and Modeling in Wireless and Wired Networks, PEMWN 2022. Institute of Electrical and Electronics Engineers Inc., 2022. (2022 IEEE 11th IFIP International Conference on Performance Evaluation and Modeling in Wireless and Wired Networks, PEMWN 2022).

Producción científica: Capítulo del libro/informe/acta de congreso › Contribución de conferencia › revisión exhaustiva

TY - GEN

T1 - QoS-aware Network Self-management Architecture based on DRL and SDN for remote areas

AU - Altamirano, Juan Chafla

AU - Slimane, Mohamd Amine

AU - Hassan, Hassan

AU - Drira, Khalil

PY - 2022

Y1 - 2022

N2 - Solving the problem of connectivity in remote areas is vital for providing important services (e.g., telemedicine, virtual education, etc.) to communities of these regions. However, managing these communication networks is complex and requires permanent human intervention in such inaccessible and highly variable environments. We propose a network self-management architecture based on SDN and DRL that self-adapts to operational conditions to meet the QoS demands of network services. We use a case study of QoS-aware routing optimization in a rural scenario to test our architecture.

AB - Solving the problem of connectivity in remote areas is vital for providing important services (e.g., telemedicine, virtual education, etc.) to communities of these regions. However, managing these communication networks is complex and requires permanent human intervention in such inaccessible and highly variable environments. We propose a network self-management architecture based on SDN and DRL that self-adapts to operational conditions to meet the QoS demands of network services. We use a case study of QoS-aware routing optimization in a rural scenario to test our architecture.

KW - Deep Reinforcement Learning

KW - QoS

KW - Routing Optimization

KW - SDN

KW - self-management

UR - https://www.scopus.com/pages/publications/85144184711

U2 - 10.23919/PEMWN56085.2022.9963841

DO - 10.23919/PEMWN56085.2022.9963841

M3 - Conference contribution

AN - SCOPUS:85144184711

T3 - 2022 IEEE 11th IFIP International Conference on Performance Evaluation and Modeling in Wireless and Wired Networks, PEMWN 2022

BT - 2022 IEEE 11th IFIP International Conference on Performance Evaluation and Modeling in Wireless and Wired Networks, PEMWN 2022

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 11th IEEE IFIP International Conference on Performance Evaluation and Modeling in Wireless and Wired Networks, PEMWN 2022

Y2 - 8 November 2022 through 10 November 2022

ER -

Altamirano JC, Slimane MA, Hassan H, Drira K. QoS-aware Network Self-management Architecture based on DRL and SDN for remote areas. En 2022 IEEE 11th IFIP International Conference on Performance Evaluation and Modeling in Wireless and Wired Networks, PEMWN 2022. Institute of Electrical and Electronics Engineers Inc. 2022. (2022 IEEE 11th IFIP International Conference on Performance Evaluation and Modeling in Wireless and Wired Networks, PEMWN 2022). doi: 10.23919/PEMWN56085.2022.9963841

QoS-aware Network Self-management Architecture based on DRL and SDN for remote areas

Resumen

Serie de la publicación

Conferencia

Nota bibliográfica

Financiación

Acceder al documento

Otros archivos y enlaces

Huella

Proyectos

A MACHINE LEARNING APPROACH FOR ARCHITECTING QOS-ENABLED NETWORK SERVICES FOR RURAL ENVIRONMENTS

Citar esto