DocumentCode
2428382
Title
Updating aggregation tree in distributed spatial telemetric data warehouse
Author
Gorawski, Marcin ; Malczok, Rafal
Author_Institution
Inst. of Comput. Sci., Silesian Univ. of Technol., Gliwice, Poland
fYear
2005
fDate
9-11 Feb. 2005
Firstpage
329
Lastpage
336
Abstract
In this paper we present a spatial telemetric data warehouse (STDW) system that we use for aggregation and analysis of huge amounts of spatial data. The data is generated by utilities meters communicating via radio. In order to provide a sufficient efficiency of our system we propose data and workload distribution as well as advanced indexing techniques. As a data model we applied a cascaded star model that is a spatial development of a standard star schema. We use a dynamic indexing structure called aggregation tree. The index operation is tightly integrated with the spatial character of the data. In this paper we address a few interesting details concerning the aggregation tree: indexing structure materialization, memory managing algorithm and tree updating. The system is written in Java; as the database we use Oracle 9i. Basing on the tests results, we prove that the distributed system significantly surpasses the centralized version in terms of efficiency. We also show that a selective materialization of indexing structure fragments strongly increases system efficiency.
Keywords
Java; data warehouses; database indexing; distributed databases; resource allocation; storage management; tree data structures; visual databases; Java; Oracle 9i; aggregation tree; cascaded star model; database indexing; distributed spatial telemetric data warehouse; memory management; Computer science; Data analysis; Data warehouses; Decision making; Decision support systems; Indexing; Meter reading; System testing; Telemetry; Water heating;
fLanguage
English
Publisher
ieee
Conference_Titel
Parallel, Distributed and Network-Based Processing, 2005. PDP 2005. 13th Euromicro Conference on
ISSN
1066-6192
Print_ISBN
0-7695-2280-7
Type
conf
DOI
10.1109/EMPDP.2005.45
Filename
1386076
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