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
Link To Document :
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