DocumentCode :
3373100
Title :
Parallel processing of spatial joins using R-trees
Author :
Brinkhoff, Thomas ; Kriegel, Hans-Peter ; Seeger, Bernhard
Author_Institution :
Inst. fur Inf., Munchen Univ., Germany
fYear :
1996
fDate :
26 Feb-1 Mar 1996
Firstpage :
258
Lastpage :
265
Abstract :
We show that spatial joins are very suitable to be processed on a parallel hardware platform. The parallel system is equipped with a so called shared virtual memory which is well suited for the design and implementation of parallel spatial join algorithms. We start with an algorithm that consists of three phases: task creation, task assignment and parallel task execution. In order to reduce CPU and I/O cost, the three phases are processed in a fashion that preserves spatial locality. Dynamic load balancing is achieved by splitting tasks into smaller ones and reassigning some of the smaller tasks to idle processors. In an experimental performance comparison, we identify the advantages and disadvantages of several variants of our algorithm. The most efficient one shows an almost optimal speed up under the assumption that the number of disks is sufficiently large
Keywords :
parallel algorithms; parallel programming; relational algebra; resource allocation; spatial data structures; tree data structures; virtual storage; visual databases; R-trees; almost optimal speed up; dynamic load balancing; experimental performance comparison; parallel hardware platform; parallel processing; parallel spatial join algorithms; parallel system; parallel task execution; shared virtual memory; spatial joins; spatial locality; task assignment; task creation; Concurrent computing; Database systems; Delay; Hardware; Load management; Multiprocessing systems; Parallel processing; Support vector machines; Testing; Throughput;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Data Engineering, 1996. Proceedings of the Twelfth International Conference on
Conference_Location :
New Orleans, LA
ISSN :
1063-6382
Print_ISBN :
0-8186-7240-4
Type :
conf
DOI :
10.1109/ICDE.1996.492114
Filename :
492114
Link To Document :
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