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A feedback-based adaptive data migration method for hybrid storage VOD caching systems

机译:混合存储VOD缓存系统基于反馈的自适应数据迁移方法

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摘要

Nowadays Video-On-Demand (VOD) caching systems are often equipped with hybrid storage devices, which have been designed to combine the high read speed of Solid State Disks (SSDs) and the large capacity of Hard Disk Drives (HDDs). However, the number of erase cycles of SSDs is limited. So it is important to control the write load of SSDs in real applications. This paper proposes a Feedback-based Adaptive Data Migration (FADM) method, which can utilize the real-time feedback of the write load of SSDs to adjust the rule of moving data between HDDs and SSDs. More specifically, a video in HDDs is allowed to be moved into SSDs when its popularity is higher than that of the least popular video in SSDs by a threshold. This threshold is adaptively adjusted according to the feedback of the write load of SSDs. With FADM, the desired lifetime of SSDs can be well guaranteed even under various user behaviors while good read performance can be maintained. Simulations are done to demonstrate the effectiveness of FADM.
机译:如今,视频点播(VOD)缓存系统通常配备有混合存储设备,其设计旨在结合固态磁盘(SSD)的高读取速度和硬盘驱动器(HDD)的大容量。但是,SSD的擦除周期数是有限的。因此,在实际应用中控制SSD的写入负载非常重要。本文提出了一种基于反馈的自适应数据迁移(FADM)方法,该方法可以利用SSD写入负载的实时反馈来调整HDD和SSD之间的数据移动规则。更具体地,当HDD中的视频的流行度比SSD中最不流行的视频的流行度高一个阈值时,允许将其移动到SSD中。该阈值根据SSD写入负载的反馈进行自适应调整。使用FADM,即使在各种用户行为下,也可以很好地保证SSD的预期寿命,同时可以保持良好的读取性能。进行仿真以证明FADM的有效性。

著录项

  • 来源
    《Multimedia Tools and Applications》 |2016年第1期|165-180|共16页
  • 作者单位

    Univ Sci & Technol China, Dept Automat, Hefei 230027, Peoples R China;

    Univ Sci & Technol China, Dept Automat, Hefei 230027, Peoples R China;

    Univ Sci & Technol China, Dept Automat, Hefei 230027, Peoples R China;

    Univ Sci & Technol China, Dept Automat, Hefei 230027, Peoples R China;

    Univ Sci & Technol China, Dept Automat, Hefei 230027, Peoples R China;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    SSD; Caching; Data migration; Feedback;

    机译:SSD;缓存;数据迁移;反馈;

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