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Coded Caching in Wireless Networks and Storage Systems

机译:无线网络和存储系统中的编码缓存

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摘要

Coded caching in wireless networks and storage systems is studied. Caching based on two types of codes, index codes and fountain codes, is investigated in terms of network throughput and security. It is shown that index coding can significantly increase the multicast transmission rate in Information Centric Networks (ICN). Also, it is proved that index codes can be efficiently used to increase the multicasting transmission rate in cellular networks. It is proved that a simple graph coloring-based algorithm for index coding achieves order optimal capacity gains both for cellular and ICN networks. A new decentralized caching scheme based on Random Linear Fountain (RLF) codes is then introduced and it is shown that RLF-based coded caching performs close to optimal in terms of reducing the average number of transmission hops in wireless ad hoc and cellular networks. Therefore, considerable capacity gains can be achieved using RLF-based coded caching in wireless networks. It is shown that the RLF codes can significantly reduce the overcaching in wireless networks. Further, it is shown that using coded caching based on RLF codes we can achieve asymptotic perfect secrecy. In the limiting case of large number of coded files, the conditions of Shannon secrecy theorem are met and the problem can be modelled by a Shannon cipher system which is perfectly secure. Finally, a new storage policy based on RLF codes for storage systems along with a Private Information Retrieval (PIR) scheme for these systems is proposed and it is proved that perfect privacy and secrecy is achievable in these systems.
机译:研究了无线网络和存储系统中的编码缓存。根据网络吞吐量和安全性,研究了基于两种类型的代码(索引代码和源代码)的缓存。结果表明,索引编码可以显着提高信息中心网络(ICN)中的多播传输速率。另外,已经证明,索引码可以有效地用于提高蜂窝网络中的多播传输速率。事实证明,基于简单图着色的索引编码算法可实现蜂窝网络和ICN网络的阶次最优容量增益。然后介绍了一种新的基于随机线性喷泉(RLF)码的分散式缓存方案,结果表明,基于RLF的编码缓存在减少无线ad hoc和蜂窝网络中平均传输跳数方面表现接近最佳。因此,在无线网络中使用基于RLF的编码缓存可以实现可观的容量增益。结果表明,RLF码可以大大减少无线网络中的超高速缓存。此外,它表明使用基于RLF代码的编码缓存可以实现渐近完美保密性。在大量编码文件的情况下,可以满足Shannon保密定理的条件,并且可以使用完全安全的Shannon密码系统对问题进行建模。最后,提出了一种基于RLF代码的存储系统存储策略以及这些系统的私有信息检索(PIR)方案,并证明了在这些系统中可以实现完美的隐私和保密性。

著录项

  • 作者

    Karimzadeh Kiskani, Mohsen.;

  • 作者单位

    University of California, Santa Cruz.;

  • 授予单位 University of California, Santa Cruz.;
  • 学科 Electrical engineering.;Computer science.;Information science.
  • 学位 Ph.D.
  • 年度 2017
  • 页码 189 p.
  • 总页数 189
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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