DocumentCode
2720145
Title
Searchlight: Context-aware predictive Continuous Querying of moving objects in symbolic space
Author
Christensen, Kenneth Fuglsang ; Linnerup Christiansen, Lasse ; Pedersen, Torben Bach ; Pihl, Jeppe
Author_Institution
Dept. of Comput. Sci., Aalborg Univ., Aalborg, Denmark
fYear
2015
fDate
13-17 April 2015
Firstpage
687
Lastpage
698
Abstract
Increasingly, streaming positions from moving objects in blended indoor/outdoor spaces are used to deliver new types of real-time location-based services. To support such scenarios, this paper presents the Searchlight Graph (SLG) model and the associated Searchlight Continuous Query Processing Framework (CQPF) for (predictive) Continuous Query Processing (CQP) in symbolic indoor/outdoor spaces. The model captures both actual and predicted object movement, object-specific edge costs, and location/object context annotation with keywords, enabling context-aware (predictive) querying of both locations and objects. Furthermore, the paper proposes several types of continuous spatio-temporal queries, expressed in the declarative Searchlight Query Language (SLQL), along with novel query processing algorithms, and describes their implementation in the Searchlight CQPF. Finally, a novel location prediction algorithm is proposed. Extensive experimental studies show that Searchlight is scalable, efficient, and outperforms its main competitor.
Keywords
graph theory; query processing; ubiquitous computing; CQP; CQPF; SLG model; SLQL; context aware predictive continuous querying; indoor-outdoor spaces; location-object context annotation; moving objects; novel query processing algorithms; object-specific edge costs; predicted object movement; real-time location based services; searchlight continuous query processing framework; searchlight graph; searchlight query language; symbolic space; Aggregates; Biology; Receivers;
fLanguage
English
Publisher
ieee
Conference_Titel
Data Engineering (ICDE), 2015 IEEE 31st International Conference on
Conference_Location
Seoul
Type
conf
DOI
10.1109/ICDE.2015.7113325
Filename
7113325
Link To Document