학술논문

An Intelligent Alternative Approach to the efficient Network Management
Document Type
article
Source
Sistemas de Informação, Iss 10, Pp 10-18 (2012)
Subject
Network Management
OSI
Internet
SNMP
CMIP
MIB
Expert Systems
Electronic computers. Computer science
QA75.5-76.95
Language
English
Portuguese
ISSN
1983-5604
Abstract
Due to the increasing complexity and heterogeneity of networks and services, many efforts have been made to develop intelligent techniques for management. Network intelligent management is a key technology for operating large heterogeneous data transmission networks. This paper presents a proposal for an architecture that integrates management object specifications and the knowledge of expert systems. We present a new approach named Integrated Expert Management, for learning objects based on expert management rules and describe the design and implementation of an integrated intelligent management platform based on OSI and Internet management models. The main contributions of our approach is the integration of both expert system and managed models, so we can make use of them to construct more flexible intelligent management network. The prototype SONAP (Software for Network Assistant and Performance) is accuracy-aware since it can control and manage a network. We have tested our system on real data to the fault diagnostic in a telecommunication system of a power utility. The results validate the model and show a significant improvement with respect to the number of rules and the error rate in others systems.