Three-dimensional Geospatial Interlinking with JedAI-spatial

被引:1
|
作者
Papamichalopoulos, Marios [1 ]
Papadakis, George [1 ]
Mandilaras, George [1 ]
Siampou, Maria [1 ]
Mamoulis, Nikos [2 ]
Koubarakis, Manolis [1 ]
机构
[1] Natl & Kapodistrian Univ Athens, Athens, Greece
[2] Univ Ioannina, Ioannina, Greece
来源
JOURNAL OF WEB SEMANTICS | 2024年 / 81卷
关键词
Link Discovery; Geospatial Interlinking; DE-9IM topological relations; Batch & progressive methods; Parallelization; IMPLEMENTATION; JOINS;
D O I
10.1016/j.websem.2024.100817
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Geospatial data constitutes a considerable part of Semantic Web data, but so far, its sources are inadequately interlinked in the Linked Open Data cloud. Geospatial Interlinking aims to cover this gap by associating geometries with topological relations like those of the Dimensionally Extended 9 -Intersection Model. Due to its quadratic time complexity, various algorithms aim to carry out Geospatial Interlinking efficiently. We present JedAI-spatial , a novel, open -source system that organizes these algorithms according to three dimensions: (i) Space Tiling , which determines the approach that reduces the search space, (ii) Budget -awareness , which distinguishes interlinking algorithms into batch and progressive ones, and (iii) Execution mode , which discerns between serial algorithms, running on a single CPU -core, and parallel ones, running on top of Apache Spark. We analytically describe JedAI-spatial's architecture and capabilities and perform thorough experiments to provide interesting insights about the relative performance of its algorithms.
引用
收藏
页数:10
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