Interference Alignment in Regenerating Codes for Distributed Storage: Necessity and Code Constructions

被引:147
作者
Shah, Nihar B. [1 ]
Rashmi, K. V. [1 ]
Kumar, P. Vijay [2 ,3 ]
Ramchandran, Kannan [1 ]
机构
[1] Univ Calif Berkeley, Dept Elect Engn & Comp Sci, Berkeley, CA 94710 USA
[2] Indian Inst Sci, Dept Elect & Comp Engn, Bangalore 560012, Karnataka, India
[3] Univ So Calif, Elect Engn Syst Dept, Los Angeles, CA 90089 USA
基金
美国国家科学基金会;
关键词
Distributed storage; interference alignment; maximum-distance-separable (MDS) regenerating codes; network coding; node repair; partial data recovery;
D O I
10.1109/TIT.2011.2178588
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Regenerating codes are a class of recently developed codes for distributed storage that, like Reed-Solomon codes, permit data recovery from any arbitrary of nodes. However regenerating codes possess in addition, the ability to repair a failed node by connecting to any arbitrary nodes and downloading an amount of data that is typically far less than the size of the data file. This amount of download is termed the repair bandwidth. Minimum storage regenerating (MSR) codes are a subclass of regenerating codes that require the least amount of network storage; every such code is a maximum distance separable (MDS) code. Further, when a replacement node stores data identical to that in the failed node, the repair is termed as exact. The four principal results of the paper are (a) the explicit construction of a class of MDS codes for d = n - 1 >= 2k - 1 termed the MISER code, that achieves the cut-set bound on the repair bandwidth for the exact repair of systematic nodes, (b) proof of the necessity of interference alignment in exact-repair MSR codes, (c) a proof showing the impossibility of constructing linear, exact-repair MSR codes for d < 2k - 3 in the absence of symbol extension, and (d) the construction, also explicit, of high-rate MSR codes for d = k+1. Interference alignment (IA) is a theme that runs throughout the paper: the MISER code is built on the principles of IA and IA is also a crucial component to the nonexistence proof for d < 2k - 3. To the best of our knowledge, the constructions presented in this paper are the first explicit constructions of regenerating codes that achieve the cut-set bound.
引用
收藏
页码:2134 / 2158
页数:25
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