Abstract
Flash memory is widely used in the storage system. The direct use of multi-dimensional index structure over flash memory would introduce a large number of redundant writes since such index structure requires fine-grained updates intensively. K-D-B-tree is a classic multi-dimensional index structure. In this paper, the implementation of K-D-B-tree over flash memory, namely F-KDB, is proposed to handle fine-grained updates. In F-KDB, a K-D-B-tree node is represented as a collection of logs (termed as logging entries) to efficiently process the updates of the node. Since the collecting and parsing of all the relevant logging entries to construct a node could degrade the query performance, a Workload Adaptive (WA) online algorithm is proposed to improve the query performance. A series of experiments are conducted to demonstrate the efficiency of F-KDB over flash memory. The response times of insertion/deletion are significantly reduced and the overall performance of F-KDB is improved.
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Douglis F, Caceres R (1994) Storage alternatives for mobile computers. In: Proc the first symposium operating systems design and implementation (OSDI-l 94), pp 25–37
Robinson JT (1981) The K-D-B-tree: A search structure for large multidimensional dynamic indexes. In: Proc ACM SIGMOD international conf on management of data, pp 10–18
Chiang ML, Paul CH, Chang RC (1997) Manage flash memory in personal communicate devices. In: Proc of international symposium on consumer electronics (ISCE’97), pp 177–182
Li Y, Xu J, Choi B, Hu H (2010) StableBuffer: optimizing write performance for DBMS applications on flash devices. In: Proc the 19th ACM international conference on information and knowledge management (CIKM ’10)
On ST, Hu H, Li Y, Xu J (2010) Flash-optimized B+-tree. J Comput Sci Technol 5:507–520
Intel Corporation (1998) Understanding the flash translation layer specification. http://www.intel.com/design/flcomp/applnots/297816.htm. Accessed Oct 2007
Intel Corporation (1995). Technical Report. Ftl logger exchanging data with ftl systems
Wu CH, Kuo TW, Chang LP (2007) An efficient b-tree layer implementation for flash-memory storage systems. ACM Trans Embed Comput Syst. doi:10.1145/1275986.1275991
WoodHouse D (2001) JFFS: The journaling flash file system. In: Proc of the Ottawa Linux symposium
Bityutskiy AB (2005) JFFS3 design issues. Version 0.32 (draft), http://www.linux-mtd.infradead.org/tech/JFFS3design.pdf. Accessed June 2009
Alpha One Limited (2001) Yet another flash filing system. http://www.yaffs.net/yaffs-overview, Accessed Oct 2007
Chang LP, Kuo TW, Lo SW (2004) Real-time garbage collection for flash-memory storage systems of real-time embedded systems. ACM Trans Embed Comput Syst 3:4
Kawaguchi A, Nishioka S, Motoda H (1995) A flash-memory based file system. In: Proc of the 1995 USENIX technical conference, pp 155–164
Wu M, Zwaenepoel W (1994) eNVy: a non-volatile main memory storage system. In: Proc of the sixth international conference on architectural support for programming languages and operating systems, pp 86–97
Chang LP, Kuo TW (2002) An adaptive striping architecture for flash memory storage systems of embedded systems. In: Proc of real-time and embedded technology and applications symposium (RTAS’08), pp 187–196
Bentley JL (1975) Multidimensional binary search trees used for associative searching. Commun ACM 18:509–517
Orlandic R, Yu B (2001) Implementation KDB-trees to support high-dimensional data. In: Proc 2001 international database engineering & applications symposium (IDEAS), pp 58–67
Yu B, Bailey T (2003) KDBKD-tree: a compact KDB-tree structure for indexing multidimensional data. In: Proc computer and communication (ITCC’ 03)
Vazirani VV (2001) Approximation algorithm. Springer, Berlin
Borodin A, Linial N, Saks M (1987) An optimal on-line algorithm for metrical task systems. In: Proc of the 19th ann. ACM symp on theory of computing, pp 373–382
Irani S, Ramanathan D (1998) The problem of renting versus buying. Personal communication
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Li, G., Zhao, P., Yuan, L. et al. Efficient implementation of a multi-dimensional index structure over flash memory storage systems. J Supercomput 64, 1055–1074 (2013). https://doi.org/10.1007/s11227-011-0679-0
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DOI: https://doi.org/10.1007/s11227-011-0679-0