A Network Coding Based Framework for Construction of Systematic Minimum Bandwidth Regenerating (MBR) Codes for Distributed Storage

S. Kadhe, M. Chandra, B. Janakiram
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Abstract

Regenerating codes are a family of erasure correcting codes that are primarily designed to minimize the amount of data required to be downloaded to repair a failed node in a distributed storage system.In this article, the construction of systematic Minimum Bandwidth Regenerating (MBR) codes based on random network coding, is presented. The repair model considered is the hybrid repair model, wherein, the source (message) symbols are exactly replicated, while the redundant (parity) symbols are replaced by their functionally equivalent symbols. It is showed that the random network coding based constructions can preserve the practically favorable systematic feature and still achieve the optimal trade off between storage and repair bandwidth, if the coding is performed by combining the judiciously selected source symbols. Unlike most of the schemes present in the literature, the proposed constructions do not pose any restriction on the number of nodes participating in repair or on the total number of nodes, and thus add reconfigurability to the system. Moreover, during the repair of systematic nodes, the proposed codes require less number of disk reads compared to most of the codes in the literature.In the second half of the article, it is proven that the proposed constructions satisfy the necessary subspace properties of a linear exact regenerating code that are established in the literature. Further, rigorous analytical study of the effect of Galois field size on the probability of successful regeneration and reconstruction is carried out, and the results are validated using the numerical simulations.
基于网络编码的分布式存储系统最小带宽再生(MBR)编码构建框架
再生码是一组擦除纠错码,主要用于最大限度地减少在分布式存储系统中修复故障节点所需下载的数据量。提出了一种基于随机网络编码的系统最小带宽再生(MBR)码的构造方法。考虑的修复模型是混合修复模型,其中源(消息)符号被精确复制,而冗余(奇偶校验)符号被其功能等效的符号取代。结果表明,如果通过组合合理选择的源符号进行编码,基于随机网络编码的结构可以保留实际有利的系统特征,并且仍然可以实现存储和修复带宽之间的最佳权衡。与文献中的大多数方案不同,所提出的结构对参与修复的节点数量或节点总数没有任何限制,从而增加了系统的可重构性。此外,在系统节点修复过程中,与文献中的大多数代码相比,所提出的代码需要更少的磁盘读取次数。在文章的后半部分,证明了所提出的结构满足文献中建立的线性精确再生码的必要子空间性质。进一步,对伽罗瓦场大小对再生重建成功率的影响进行了严谨的分析研究,并通过数值模拟对结果进行了验证。
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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