DocumentCode
1197003
Title
Multidimensional declustering schemes using Golden Ratio and Kronecker Sequences
Author
Chung-Min Chen ; Bhatia, R. ; Sinha, R.K.
Author_Institution
Telcordia Technol., USA
Volume
15
Issue
3
fYear
2003
Firstpage
659
Lastpage
670
Abstract
We propose a new declustering scheme for allocating uniform multidimensional data among parallel disks. The scheme, aimed at reducing disk access time for range queries, is based on Golden Ratio Sequences for two dimensions and Kronecker Sequences for higher dimensions. Using exhaustive simulation, we show that, in two dimensions, the worst-case (additive) deviation of the scheme from the optimal response time for any range query is one when the number of disks (M) is at most 22; its worst-case deviation is two when M /spl les/ 94; and its worst-case deviation is four when M /spl les/ 550. In two dimensions, we prove that whenever M is a Fibonacci number, the average performance of the scheme is within 14 percent of the (generally, unachievable) strictly optimal scheme and its worst-case response time is within a multiplicative factor three of the optimal response time for any query, and within a factor 1.5 of the optimal for large queries. We also present comprehensive simulation results, on two-dimensional as well as on higher-dimensional data, that compare and demonstrate the advantages of our scheme over some recently proposed schemes in the literature.
Keywords
parallel databases; query processing; software performance evaluation; storage allocation; very large databases; Fibonacci number; Golden Ratio Sequences; Kronecker Sequences; disk allocation; multidimensional data allocation; multidimensional declustering schemes; optimal response time; parallel databases; parallel disks; response time; simulation; very large databases; Costs; Databases; Delay; Geoscience; Hardware; Information retrieval; Multidimensional systems; Performance analysis; Remote sensing;
fLanguage
English
Journal_Title
Knowledge and Data Engineering, IEEE Transactions on
Publisher
ieee
ISSN
1041-4347
Type
jour
DOI
10.1109/TKDE.2003.1198397
Filename
1198397
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