TY - GEN
T1 - A policy-based framework for autonomic reconfiguration management in heterogeneous networks
AU - Zhao, Zhenzhen
AU - Chen, Jie
AU - Crespi, Noel
PY - 2008/12/1
Y1 - 2008/12/1
N2 - This paper presents a policy-based framework to approach the issue of autonomous reconfiguration management in heterogeneous networks. In contrast to existing policy-based approaches, the proposed framework addresses the management issue from a new perspective through posing it as a problem of learning from current network behavior, while creating and updating policies dynamically in response to changing reconfiguration requirements, and this task is implemented by Reinforcement Learning methodology. A two-layer policy model is used to mapping users and operators' higher level goals into network level objectives. The autonomic reconfiguration procedures for policy creation, storage, evaluation are also presented in detail. Illustrative examples analysis and simulation results demonstrate the performance of the proposed work.
AB - This paper presents a policy-based framework to approach the issue of autonomous reconfiguration management in heterogeneous networks. In contrast to existing policy-based approaches, the proposed framework addresses the management issue from a new perspective through posing it as a problem of learning from current network behavior, while creating and updating policies dynamically in response to changing reconfiguration requirements, and this task is implemented by Reinforcement Learning methodology. A two-layer policy model is used to mapping users and operators' higher level goals into network level objectives. The autonomic reconfiguration procedures for policy creation, storage, evaluation are also presented in detail. Illustrative examples analysis and simulation results demonstrate the performance of the proposed work.
KW - Adaptive policies
KW - Autonomic communications
KW - Policy-based management
KW - Reconfigurable systems
KW - Reinforcement learning
UR - https://www.scopus.com/pages/publications/70349311881
U2 - 10.1145/1543137.1543150
DO - 10.1145/1543137.1543150
M3 - Conference contribution
AN - SCOPUS:70349311881
SN - 9781605581927
T3 - MUM'08 - Proceedings of the 7th International Conference on Mobile and Ubiquitous Multimedia
SP - 71
EP - 78
BT - MUM'08 - Proceedings of the 7th International Conference on Mobile and Ubiquitous Multimedia
T2 - 7th International Conference on Mobile and Ubiquitous Multimedia, MUM'08
Y2 - 3 December 2008 through 5 December 2008
ER -