Indexing of Spatiotemporal Trajectories for Efficient Distance Threshold Similarity Searches on the GPU

被引:9
|
作者
Gowanlock, Michael [1 ]
Casanova, Henri [1 ]
机构
[1] Univ Hawaii Manoa, Informat & Comp Sci Dept, Honolulu, HI 96822 USA
关键词
Distance threshold similarity search; GPGPU; moving object databases; query optimization; NEAREST-NEIGHBOR SEARCH; HABITABILITY; ALGORITHMS;
D O I
10.1109/IPDPS.2015.24
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Applications in many domains search moving object trajectory databases. The distance threshold search finds all trajectories within a given distance of a query trajectory. We develop three GPU distance threshold search implementations that use indexing techniques significantly different from those used in CPU implementations. We determine experimentally under which conditions each approach performs well using one real-world astrophysics dataset and two synthetic datasets. Overall, we find that the GPU is an attractive technology for a broad range of relevant trajectory database scenarios.
引用
收藏
页码:387 / 396
页数:10
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