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A Logical Model and Data Placement Strategies for MEMS Storage Devices

机译:MEMS存储设备的逻辑模型和数据放置策略

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摘要

MEMS storage devices are new non-volatile secondary storages that have outstanding advantages over magnetic disks. MEMS storage devices, however, are much different from magnetic disks in the structure and access characteristics in the following ways. They have thousands of heads called probe tips and provide the following two major access facilities: (1) flexibility. freely selecting a set of probe tips for accessing data, (2) parallelism simultaneously reading and writing data with the set of probe tips seleted. Due to these characteristics, it is nontriv-ial to find data placemers that fully utilize the capability of MEMS storage devices. In this paper, Wo propose a simple logical model called the Region-Sector (RS) model that abstracts major characteristics affecting data retrieval performance, such as flexibility and parallelism, from the physical MEMS storage model. We alsr suggest heuristic data placement strategies based on the RS model. To show the usability of the RS model, we derive new data placements for relational data and two-dimensional spatial data by using these strategies. Experimental results show that the proposed data placements improve the data retrieval performance by up to 4.7 times for relational data and by up to 18.7 times for two-dimensional spatial data of approximately 320 Mbytes compared with those of existing data placements. Further, these improvements are expected to be more marked as the database size grows.
机译:MEMS存储设备是新型的非易失性辅助存储,与磁盘相比具有突出的优势。然而,MEMS存储设备在结构和访问特性上与磁盘有以下很大不同。它们有数千个称为探针头的头部,并提供以下两个主要的访问设施:(1)灵活性。自由选择一组用于访问数据的探针,(2)并行操作,同时选择一组探针,同时读取和写入数据。由于这些特性,寻找完全利用MEMS存储设备功能的数据放置器并不是一件容易的事。在本文中,Wo提出了一个简单的逻辑模型,称为Region-Sector(RS)模型,该模型从物理MEMS存储模型中抽象了影响数据检索性能的主要特征,例如灵活性和并行性。我们还建议基于RS模型的启发式数据放置策略。为了显示RS模型的可用性,我们通过使用这些策略推导了关系数据和二维空间数据的新数据放置。实验结果表明,与现有数据放置相比,所提出的数据放置将关系数据的数据检索性能提高了4.7倍,将大约320 MB的二维空间数据的数据检索性能提高了18.7倍。此外,随着数据库大小的增加,这些改进有望得到更多的体现。

著录项

  • 来源
    《IEICE Transactions on Information and Systems》 |2009年第11期|2218-2234|共17页
  • 作者单位

    Department of Computer Science, Korea Advanced Institute of Science and Technology (KAIST), South Korea;

    Department of Computer Science, Korea Advanced Institute of Science and Technology (KAIST), South Korea;

    Department of Computer Science. Uni-versity of Illinois at Urbana-Champaign (UIUC), Illinois, USA;

    College of Information Science and Technology, Drexel University, Philadelphia, USA;

  • 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

    MEMS storage device; data placement; logical model;

    机译:MEMS存储设备;数据放置;逻辑模型;
  • 入库时间 2022-08-18 00:27:28

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