Title :
A framework for modeling and reasoning about network management resources and services to support information reuse
Author :
Strassner, John ; Hong, James Won-Ki ; Kang, Kyo
Author_Institution :
Pohang Univ. of Sci. & Technol. (POSTECH), Pohang, South Korea
Abstract :
Most service and network management applications are developed to use vendor- and device-specific management data. These data are produced from different languages, and hence can have different representations of the same concept. We define a novel knowledge representation and mapping mechanism that uses ontological concepts and relations to generate a formal description for the Directory Enabled Networks new generation information model. This endows the model with the necessary semantic richness and formalism to represent different types of information for use in network management operations. Data is extracted from models, and is used to represent facts. These facts are semantically related to concepts and relations from one or more ontologies using a lexicon. A new data structure is then built by combining knowledge extracted from model elements with knowledge extracted from ontological elements. Semantic relatedness measures are then used to associate modeled data with ontological data. Early results are also presented.
Keywords :
information resources; knowledge acquisition; ontologies (artificial intelligence); device-specific management data; directory enabled networks; information reuse; knowledge extraction; knowledge representation; mapping mechanism; network management resources; network management services; ontological concepts; vendor-specific management data; Context-aware services; Data mining; Data models; Data structures; Knowledge management; Knowledge representation; Ontologies; Resource management; Technology management; Utility programs; information integration; information model; information reuse; ontology; semantic relatedness;
Conference_Titel :
Information Reuse & Integration, 2009. IRI '09. IEEE International Conference on
Conference_Location :
Las Vegas, NV
Print_ISBN :
978-1-4244-4114-3
Electronic_ISBN :
978-1-4244-4116-7
DOI :
10.1109/IRI.2009.5211604