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Efficient implementation of a multi-dimensional index structure over flash memory storage systems

机译:在闪存存储系统上高效实现多维索引结构

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摘要

Flash memory is widely used in the storage system. The direct use of multidimensional 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.
机译:闪存广泛用于存储系统中。在闪存上直接使用多维索引结构会引入大量的冗余写入,因为这样的索引结构需要大量的细粒度更新。 K-D-B-树是经典的多维索引结构。在本文中,提出了在闪存上实现K-D-B-树(即F-KDB)以处理细粒度的更新。在F-KDB中,K-D-B树节点表示为日志的集合(称为日志条目),以有效地处理该节点的更新。由于收集和解析所有相关日志条目以构造节点可能会降低查询性能,因此提出了一种工作负载自适应(WA)在线算法来提高查询性能。进行了一系列实验,以证明F-KDB在闪存上的效率。插入/删除的响应时间显着减少,F-KDB的整体性能得到改善。

著录项

  • 来源
    《Journal of supercomputing》 |2013年第3期|1055-1074|共20页
  • 作者单位

    School of Computer Science and Technology, Huazhong University of Science and Technology,Wuhan,P.R.China;

    School of Computer Science and Technology, Huazhong University of Science and Technology,Wuhan,P.R.China;

    School of Computer Science and Technology, Huazhong University of Science and Technology,Wuhan,P.R.China;

    School of Computer Science and Technology, Huazhong University of Science and Technology,Wuhan,P.R.China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    K-D-B-tree; Logging entry; Node translate table; Replacement policy; 3-competitive online algorithm;

    机译:K-D-B-树记录条目;节点转换表;更换政策;3竞争在线算法;

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