An ontology-based knowledge management framework for a distributed water information system

被引:8
作者
Liu, Qing [1 ]
Bai, Quan [2 ]
Kloppers, Come [1 ]
Fitch, Peter [3 ]
Bai, Qifeng [3 ]
Taylor, Kerry [1 ]
Fox, Peter [4 ]
Zednik, Stephan [4 ]
Ding, Li [5 ]
Terhorst, Andrew [1 ]
McGuinness, Deborah [4 ]
机构
[1] CSIRO ICT Ctr, Hobart, Tas 7000, Australia
[2] Auckland Univ Technol, Sch Comp & Math Sci, Auckland 1142, New Zealand
[3] CSIRO Land & Water Black Mt, Canberra, ACT 2601, Australia
[4] Rensselaer Polytech Inst, Dept Comp Sci, Troy, NY 12180 USA
[5] Qualcomm Inc, San Diego, CA 92121 USA
关键词
knowledge management; provenance; PROVENANCE; LINEAGE;
D O I
10.2166/hydro.2012.152
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
With the increasing complexity of hydrologic problems, data collection and data analysis are often carried out in distributed heterogeneous systems. Therefore it is critical for users to determine the origin of data and its trustworthiness. Provenance describes the information life cycle of data products. It has been recognised as one of the most promising methods to improve data transparency. However, due to the complexity of the information life cycle involved, it is a challenge to query the provenance information which may be generated by distributed systems, with different vocabularies and conventions, and may involve knowledge of multiple domains. In this paper, we present a semantic knowledge management framework that tracks and integrates provenance information across distributed heterogeneous systems. It is underpinned by the Integrated Knowledge model that describes the domain knowledge and the provenance information involved in the information life cycle of a particular data product. We evaluate the proposed framework in the context of two real-world water information systems.
引用
收藏
页码:1169 / 1188
页数:20
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