Title :
Ontological generation of filter rules for context exchange in autonomic multimedia networks
Author :
Latré, Steven ; Van der Meer, Sven ; De Turck, Filip ; Strassner, John ; Hong, James Won-Ki
Author_Institution :
Dept. of Inf. Technol., Ghent Univ., Ghent, Belgium
Abstract :
Network management has suffered from increases in business, system, and operational complexity. This has been exacerbated by the heterogeneity in management data as well as the high quality requirements of multimedia services. Autonomic networking manages this growing complexity by adding intelligence inside network nodes and network management applications. While most autonomic applications simply use a control loop to monitor and configure entities, our work is aimed at building a self-governing network that is able to fulfill the requirements of current and future services. This means that management applications need a detailed and dynamic view of the contextual status of the network nodes as a whole in order to adapt their behaviour to changing context. In this paper, we propose an algorithm to semi-automatically generate filter rules based on existing information in a network management information model. These filter rules are used to determine the set of contextual data that needs to be exchanged with other nodes. The algorithm exploits the reasoning capabilities of ontologies and relies on the introduction of additional semantic relationships to achieve a fine-grained context exchange model. Large scale evaluations were conducted to characterise the performance of this ontological approach.
Keywords :
fault tolerant computing; inference mechanisms; multimedia systems; ontologies (artificial intelligence); performance evaluation; telecommunication network management; autonomic application; autonomic multimedia network; autonomic networking; business; contextual data; filter rule; fine-grained context exchange model; management data heterogeneity; multimedia service; network management information model; network node; ontological generation; operational complexity; quality requirement; reasoning capability; self-governing network; semantic relationship; Context modeling; Information filtering; Information filters; Intelligent networks; Knowledge management; Monitoring; Multimedia systems; Ontologies; Resource management; Streaming media;
Conference_Titel :
Network Operations and Management Symposium (NOMS), 2010 IEEE
Conference_Location :
Osaka
Print_ISBN :
978-1-4244-5366-5
Electronic_ISBN :
1542-1201
DOI :
10.1109/NOMS.2010.5488448