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
N1 - Publisher Copyright:
© 2022 IFIP.
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 - http://www.scopus.com/inward/record.url?scp=85144184711&partnerID=8YFLogxK
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 -