Continuous Range Queries over Multi-Attribute Trajectories

Jianqiu Xu, Zhifeng Bao, Hua Lu

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6 Citationer (Scopus)

Abstract

A multi-attribute trajectory consists of a sequence of time-stamped locations and a set of attributes that characterize diverse aspects of the corresponding moving object. In this paper, we study continuous range queries over multi-attribute trajectories. Such a query returns the objects whose attributes contain expected values and whose locations are always within a distance threshold to the query trajectory during the entire overlapping time period. To efficiently answer the query, an optimal method of partitioning the trajectories is proposed and an index structure is developed to support the combined search of spatio-temporal parameters and attribute values. We provide a general solution that is able to process multi-attribute trajectories as well as traditional trajectories without attributes. We carry out comprehensive experiments in a prototype database system to evaluate the efficiency and scalability of our designs. The experimental results show that our approach outperforms five alternative approaches by a factor of 5-50x on large datasets.
OriginalsprogEngelsk
TitelThe 35th IEEE International Conference on Data Engineering (ICDE)
Antal sider4
ForlagIEEE
Publikationsdato2019
Sider1610-1613
Artikelnummer8731413
ISBN (Trykt)978-1-5386-7475-8
ISBN (Elektronisk)978-1-5386-7474-1
DOI
StatusUdgivet - 2019
BegivenhedThe 35th IEEE International Conference on Data Engineering (ICDE) - Macau, Macau, Kina
Varighed: 8 apr. 201912 apr. 2019

Konference

KonferenceThe 35th IEEE International Conference on Data Engineering (ICDE)
LokationMacau
Land/OmrådeKina
ByMacau
Periode08/04/201912/04/2019
NavnProceedings of the International Conference on Data Engineering
ISSN1063-6382

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