Real-Time Clustering of Large Geo-Referenced Data for Visualizing on Map

被引:4
作者
Rezaei, Mohammad [1 ]
Franti, Pasi [1 ]
机构
[1] Univ Eastern Finland, Sch Comp, Joensuu 80140, Finland
关键词
data visualization; clustering methods; web services; client-server systems; Internet; CLUTTER REDUCTION; EXPLORATION;
D O I
10.4316/AECE.2018.04008
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Displaying geo-referenced data in web mapping systems has become popular. However, most existing systems suffer from three annoying problems: (1) clutter when trying to visualize large amount of data; (2) slowness of transferring data over internet; (3) lack of support for dynamic queries. To solve these problems, we propose a real-time system using server-side clustering, transferring only the clustered data, and client-side visualization using existing map tools. As far as we know, there is no other scientific paper describing such real-time system that allows dynamic database queries without limiting to predefined queries. Experiments show that it can handle up to 1 million objects whereas all existing systems are either limited to pre-defined queries, or they support only a very small number of free parameters in the query whereas the proposed system has no such limitations.
引用
收藏
页码:63 / 74
页数:12
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