scholarly journals Efficient Data Diffusion and Elimination Control Method for Spatio-Temporal Data Retention System

Author(s):  
Shumpei YAMASAKI ◽  
Daiki NOBAYASHI ◽  
Kazuya TSUKAMOTO ◽  
Takeshi IKENAGA ◽  
Myung J. LEE
Author(s):  
Daiki Nobayashi ◽  
Ichiro Goto ◽  
Hiroki Teshiba ◽  
Kazuya Tsukamoto ◽  
Takeshi Ikenaga ◽  
...  

2020 ◽  
Author(s):  
Antonios Makris ◽  
Konstantinos Tserpes ◽  
Giannis Spiliopoulos ◽  
Dimitrios Zissis ◽  
Dimosthenis Anagnostopoulos

Abstract Several modern day problems need to deal with large amounts of spatio-temporal data. As such, in order to meet the application requirements, more and more systems are adapting to the specificities of those data. The most prominent case is perhaps the data storage systems, that have developed a large number of functionalities to efficiently support spatio-temporal data operations. This work is motivated by the question of which of those data storage systems is better suited to address the needs of industrial applications. In particular, the work conducted, set to identify the most efficient data store system in terms of response times, comparing two of the most representative of the two categories (NoSQL and relational), i.e. MongoDB and PostgreSQL. The evaluation is based upon real, business scenarios and their subsequent queries as well as their underlying infrastructures and concludes in confirming the superiority of PostgreSQL in almost all cases with the exception of the polygon intersection queries. Furthermore, the average response time is radically reduced with the use of indexes, especially in the case of MongoDB.


2014 ◽  
Vol 513-517 ◽  
pp. 4543-4546
Author(s):  
Zhao Li ◽  
Yong Xin Feng

On the basis of analyzing of the marine environment spatio-temporal data characteristics and the existing data model, proposes a conceptual model for marine environment data based on the feature and field to achieve integration of description and expression of feature, field, time, space and semantic domains. Designs and implements the service-oriented marine environment data organization and storage using Geography Markup Language (GML). Efficient data organization and management is crucial to marine environment visual services.


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