Title :
Maintaining spatial data sets in distributed-memory machines
Author :
Hambrusch, Susanne E. ; Khokhar, Ashfaq A.
Author_Institution :
Dept. of Comput. Sci., Purdue Univ., West Lafayette, IN, USA
Abstract :
Proposes a distributed data structure for maintaining spatial data sets on message-passing, distributed memory machines. The data structure is based on orthogonal bisection trees and it captures relevant characteristics of parallel machines. The operations we consider include insertion, deletion and range queries. We introduce parameters to control how much imbalance is tolerated at each processor and to specify the load to be achieved during balancing. When balancing, we first broadcast point counts of a data-dependent partition of the data. Based on this partition, we propose load balancing methods with different communication and computation requirements. We present initial experimental results for the Cray T3D
Keywords :
Cray computers; data integrity; distributed memory systems; message passing; parallel machines; resource allocation; spatial data structures; tree data structures; Cray T3D; communication requirements; computation requirements; data-dependent partition; deletion; distributed data structure; distributed-memory machines; imbalance tolerance; insertion; load balancing methods; load specification; message passing; orthogonal bisection trees; parallel machines; point count broadcasting; range queries; spatial data set maintenance; Biomedical imaging; Broadcasting; Contracts; Data mining; Data structures; Distributed computing; Government; Load management; Parallel machines; Tree data structures;
Conference_Titel :
Parallel Processing Symposium, 1997. Proceedings., 11th International
Conference_Location :
Genva
Print_ISBN :
0-8186-7793-7
DOI :
10.1109/IPPS.1997.580982