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Data deduplication techniques for efficient cloud storage management: a systematic review

机译:用于高效云存储管理的数据重复数据删除技术:系统回顾

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摘要

The exponential growth of digital data in cloud storage systems is a critical issue presently as a large amount of duplicate data in the storage systems exerts an extra load on it. Deduplication is an efficient technique that has gained attention in large-scale storage systems. Deduplication eliminates redundant data, improves storage utilization and reduces storage cost. This paper presents a broad methodical literature review of existing data deduplication techniques along with various existing taxonomies of deduplication techniques that have been based on cloud data storage. Furthermore, the paper investigates deduplication techniques based on text and multimedia data along with their corresponding taxonomies as these techniques have different challenges for duplicate data detection. This research work is useful to identify deduplication techniques based on text, image and video data. It also discusses existing challenges and significant research directions in deduplication for future researchers, and article concludes with a summary of valuable suggestions for future enhancements in deduplication.
机译:云存储系统中数字数据的指数增长目前是一个关键问题,因为存储系统中的大量重复数据对其施加了额外的负载。重复数据删除是一种有效的技术,已在大规模存储系统中引起关注。重复数据消除消除了冗余数据,提高了存储利用率并降低了存储成本。本文对现有的重复数据删除技术以及基于云数据存储的重复数据删除技术的各种现有分类法进行了广泛的系统的文献综述。此外,本文研究了基于文本和多媒体数据及其相应分类法的重复数据删除技术,因为这些技术对重复数据检测有不同的挑战。这项研究工作对于识别基于文本,图像和视频数据的重复数据删除技术很有用。它还讨论了未来重复数据删除技术中存在的挑战和重要的研究方向,并在文章的结尾总结了有关未来重复数据删除技术的宝贵建议。

著录项

  • 来源
    《Journal of supercomputing》 |2018年第5期|2035-2085|共51页
  • 作者单位

    Thapar Inst Engn & Technol Deemed Be Univ, Comp Sci & Engn Dept, Bhadson Rd, Patiala 147004, Punjab, India;

    Thapar Inst Engn & Technol Deemed Be Univ, Comp Sci & Engn Dept, Bhadson Rd, Patiala 147004, Punjab, India;

    Thapar Inst Engn & Technol Deemed Be Univ, Comp Sci & Engn Dept, Bhadson Rd, Patiala 147004, Punjab, India;

  • 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

    Data deduplication; Data reduction; Storage systems; Cloud computing; Big data;

    机译:重复数据删除;数据缩减;存储系统;云计算;大数据;

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