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Grid-file: Towards to a flash efficient multi-dimensional index

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Auteur
Fevgas A., Bozanis P.
Date
2015
Language
en
DOI
10.1007/978-3-319-22852-5_24
Sujet
Data handling
Data structures
Decision trees
Digital storage
Expert systems
Forestry
Magnetic storage
Nonvolatile storage
Query processing
Algorithms and data structures
Magnetic disk
Multi dimensional
Multi-dimensional queries
Research efforts
Solid disks
Spatial indexes
Storage layers
Flash memory
Springer Verlag
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Résumé
Spatial indexes are of great importance for multidimensional query processing. Traditional data structures have been optimized for magnetic disks in the storage layer. In the recent years flash solid disks are widely utilized, as a result of their exceptional features. However, the specifics of flash memory (asymmetric read/write speeds erase before update, wear out) introduce new challenges. Algorithms and data structures designed for magnetic disks experience reduced performance in flash. Most research efforts for flash-aware spatial indexes concern R-tree and its variants. Distinguishing from previous works we investigate the performance of Grid File in flash and enlighten constrains and opportunities towards a flash efficient Grid File. We conducted experiments on mainstream and high performance SSD devices and Grid File outperforms R ∗ -tree in all cases. © Springer International Publishing Switzerland 2015.
URI
http://hdl.handle.net/11615/71545
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