A foundation for spatial data warehouses on the Semantic Web

被引:8
|
作者
Gur, Nurefsan [1 ,2 ]
Pedersen, Torben Bach [1 ]
Zimanyi, Esteban [2 ]
Hose, Katja [1 ]
机构
[1] Aalborg Univ, Ctr Data Intens Syst, Selma Lagerlofsvej 300, DK-9220 Aalborg O, Denmark
[2] Univ Libre Bruxelles, Dept Comp & Decis Engn, Ave FD Roosevelt 50, B-1050 Brussels, Belgium
关键词
Spatial OLAP; spatial data; multidimensional data; data modelling; RDF; SPARQL; OLAP;
D O I
10.3233/SW-170281
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Large volumes of geospatial data are being published on the Semantic Web (SW), yielding a need for advanced analysis of such data. However, existing SW technologies only support advanced analytical concepts such as multidimensional (MD) data warehouses and Online Analytical Processing (OLAP) over non-spatial SW data. To remedy this need, this paper presents the QB4SOLAP vocabulary, which supports spatially enhanced MD data cubes over RDF data. The paper also defines a number of Spatial OLAP (SOLAP) operators over QB4SOLAP cubes and provides algorithms for generating spatially extended SPARQL queries from the SOLAP operators. The proposals are validated by applying them to a realistic use case.
引用
收藏
页码:557 / 587
页数:31
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