The research on spatio-temporal data model and related data mining

Author(s):  
Jia-Dong Ren ◽  
Jie Bao ◽  
Hui-Yu Huang
2012 ◽  
Vol 246-247 ◽  
pp. 744-748
Author(s):  
Yue Lin Sun ◽  
Lei Bao ◽  
Yi Hang Peng

An effective analysis of the battlefield situation and spatio-temporal data model in a sea battlefield has great significance for the commander to perceive the battlefield situation and to make the right decisions. Based on the existing spatio-temporal data model, the present paper gives a comprehensive analysis of the characteristics of sea battlefield data, and chooses the object-oriented spatio-temporal data model to modify it; at the same time this paper introduces sea battlefield space-time algebra system to define various data types formally, which lays the foundation for the establishment of the sea battlefield spatio-temporal data model.


2007 ◽  
Vol 18 (3) ◽  
pp. 255-279 ◽  
Author(s):  
P. Compieta ◽  
S. Di Martino ◽  
M. Bertolotto ◽  
F. Ferrucci ◽  
T. Kechadi

2013 ◽  
Vol 60 (2) ◽  
pp. 217-229 ◽  
Author(s):  
A. S. Merdith ◽  
T. C. W. Landgrebe ◽  
A. Dutkiewicz ◽  
R. D. Müller

Author(s):  
J. W. Li ◽  
Y. Ma ◽  
J. W. Jiang ◽  
W. D. Chen ◽  
N. Yu ◽  
...  

Abstract. Starting from the object-oriented idea, this paper analyses the existing event-based models and the logical relationship between behavioral cognition and events, and discusses the continuity of behavioral cognition on the time axis from the perspective of temporal and spatial cognition. A geospatial data model based on behavioral-event is proposed. The physical structure and logical structure of the model are mainly designed, and the four-dimensional model of “time, space, attribute and event” is constructed on the axis. The organic combination of the four models can well describe the internal mechanism and rules of geographical objects. The expression of data model based on behavior-event not only elaborates the basic information of geospatial objects, but also records the changes of related events caused by the changes of geographic Entities' behavior, and expresses the relationship between spatial and temporal objects before and after the changes of behavior cognition. This paper also designs an effective method to organize spatio-temporal data, so as to realize the effective management and analysis of spatio-temporal data and meet the requirements of storage, processing and mining of large spatio-temporal data.


2018 ◽  
Vol 51 (4) ◽  
pp. 1-41 ◽  
Author(s):  
Gowtham Atluri ◽  
Anuj Karpatne ◽  
Vipin Kumar

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