TY - GEN
T1 - Autonomic management of future wireless networks
AU - Khan, Manzoor Ahmed
AU - Tembine, Hamidou
N1 - Publisher Copyright:
© 2016 IEEE.
PY - 2017/3/14
Y1 - 2017/3/14
N2 - The traditional human controlled network management approaches may not cope with the envisioned virtualized and more dynamic mobile communication paradigm. We propose an autonomic network management and policy execution framework that re-factors the network functionalities by decomposing the network architecture into hierarchical layers. We propose an hybrid self-learning scheme and present an aggregate approach to efficient learning without reconstructing from scratch for each layer, cluster, and player, for a variety of learning algorithms widely used in practical network management. To evaluate performance of proposed framework, we develop a full-scale demonstrator. Results confirm that system learns autonomously.
AB - The traditional human controlled network management approaches may not cope with the envisioned virtualized and more dynamic mobile communication paradigm. We propose an autonomic network management and policy execution framework that re-factors the network functionalities by decomposing the network architecture into hierarchical layers. We propose an hybrid self-learning scheme and present an aggregate approach to efficient learning without reconstructing from scratch for each layer, cluster, and player, for a variety of learning algorithms widely used in practical network management. To evaluate performance of proposed framework, we develop a full-scale demonstrator. Results confirm that system learns autonomously.
UR - http://www.scopus.com/inward/record.url?scp=85017246560&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85017246560&partnerID=8YFLogxK
U2 - 10.1109/ATNAC.2016.7878799
DO - 10.1109/ATNAC.2016.7878799
M3 - Conference contribution
AN - SCOPUS:85017246560
T3 - 26th International Telecommunication Networks and Applications Conference, ITNAC 2016
SP - 145
EP - 148
BT - 26th International Telecommunication Networks and Applications Conference, ITNAC 2016
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 26th International Telecommunication Networks and Applications Conference, ITNAC 2016
Y2 - 7 December 2016 through 9 December 2016
ER -