DocumentCode
610312
Title
Time travel in a scientific array database
Author
Soroush, E. ; Balazinska, M.
Author_Institution
Dept. of Comput. Sci. & Eng., Univ. of Washington, Seattle, WA, USA
fYear
2013
fDate
8-12 April 2013
Firstpage
98
Lastpage
109
Abstract
In this paper, we present TimeArr, a new storage manager for an array database. TimeArr supports the creation of a sequence of versions of each stored array and their exploration through two types of time travel operations: selection of a specific version of a (sub)-array and a more general extraction of a (sub)-array history, in the form of a series of (sub)-array versions. TimeArr contributes a combination of array-specific storage techniques to efficiently support these operations. To speed-up array exploration, TimeArr further introduces two additional techniques. The first is the notion of approximate time travel with two types of operations: approximate version selection and approximate history. For these operations, users can tune the degree of approximation tolerable and thus trade-off accuracy and performance in a principled manner. The second is to lazily create short connections, called skip links, between the same (sub)-arrays at different versions with similar data patterns to speed up the selection of a specific version. We implement TimeArr within the SciDB array processing engine and demonstrate its performance through experiments on two real datasets from the astronomy and earth sciences domains.
Keywords
approximation theory; database management systems; storage management; SciDB array processing engine; TimeArr; approximate history; approximate time travel; approximate version selection; array exploration; array-specific storage techniques; astronomy; data patterns; earth sciences; scientific array database; skip links; time travel operations; Approximation methods; Arrays; Encoding; History; Layout; Query processing;
fLanguage
English
Publisher
ieee
Conference_Titel
Data Engineering (ICDE), 2013 IEEE 29th International Conference on
Conference_Location
Brisbane, QLD
ISSN
1063-6382
Print_ISBN
978-1-4673-4909-3
Electronic_ISBN
1063-6382
Type
conf
DOI
10.1109/ICDE.2013.6544817
Filename
6544817
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