Title :
Policy-based self-healing for radio access networks
Author :
Baliosian, Javier ; Matusikova, Katarina ; Quinn, Karl ; Stadler, Rolf
Author_Institution :
Sch. of Eng., UdelaR Univ. of the Republic, Montevideo
Abstract :
Various centralized, distributed or cooperative management systems have been proposed to address the demands of wireless telecommunication networks. However, considering the size, complexity and heterogeneity that those networks will have in the future, current solutions either do not scale properly, or have no support for automation, or lack of the flexibility and simple control that operators will need for managing future networks in a cost-effective way. To address this problem, we designed Omega, a distributed and policy-based network management system that uses rich knowledge-modeling techniques to develop self-configuration capabilities. Omega also implements a novel conflict-resolution method that uses high-level goals and machine learning techniques to optimize its policy-based decisions. Using simulations, in this paper we show how omega reduces the impact of a node crash on the overall availability of a radio access network by optimizing the lists of neighboring cells of the nodes in the vicinity.
Keywords :
computational complexity; learning (artificial intelligence); radio access networks; telecommunication network management; telecommunication network reliability; Omega; conflict-resolution method; cooperative management systems; high-level goals; knowledge-modeling techniques; machine learning techniques; policy-based self-healing; radio access networks; self-configuration capabilities; wireless telecommunication networks; Automatic control; Automation; Computer crashes; Knowledge management; Machine learning; Optimization methods; Radio access networks; Size control; Telecommunication control; Telecommunication network management;
Conference_Titel :
Network Operations and Management Symposium, 2008. NOMS 2008. IEEE
Conference_Location :
Salvador, Bahia
Print_ISBN :
978-1-4244-2065-0
Electronic_ISBN :
1542-1201
DOI :
10.1109/NOMS.2008.4575269