Durable network coded distributed storage

Vitaly Abdrashitov, M. Médard
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引用次数: 6

Abstract

In distributed cloud storages fault tolerance is maintained by regenerating the lost coded data from the surviving clouds. Recent studies suggest using maximum distance separable (MDS) network codes in cloud storage systems to allow efficient and reliable recovery after node faults. MDS codes are designed to use a substantial number of repair nodes and rely on centralized management and a static fully connected network between the nodes. However, in highly dynamic environments, like edge caching in communication networks or peer-to-peer networks, availability of the nodes and the communication links is very volatile. In these scenarios MDS codes functionality is limited. In this paper we study a non-MDS network coded approach, which operates in a decentralized manner and requires a small number of repair nodes for node recovery. We investigate long-term behavior and durability of the modeled system in terms of the storage life time, i.e. the number of the cycles of nodes failure and recovery after which the storage no longer have enough data to decode the original source packets. We demonstrate, analytically and numerically, the life time gains over uncoded storage.
持久的网络编码分布式存储
在分布式云存储中,通过从幸存的云中重新生成丢失的编码数据来维持容错。最近的研究建议在云存储系统中使用最大距离可分离(MDS)网络代码,以实现节点故障后高效可靠的恢复。MDS代码的设计是使用大量的修复节点,依靠集中管理和节点之间的静态全连接网络。然而,在高度动态的环境中,比如通信网络或对等网络中的边缘缓存,节点和通信链路的可用性是非常不稳定的。在这些情况下,MDS代码的功能是有限的。本文研究了一种非mds网络编码方法,该方法以分散的方式运行,需要少量的修复节点进行节点恢复。我们根据存储寿命时间来研究建模系统的长期行为和持久性,即节点故障和恢复周期的数量,之后存储不再有足够的数据来解码原始源数据包。我们用分析和数值的方法证明了非编码存储的寿命增益。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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