图上的广义再生码与节点修复

IF 2.2 3区 计算机科学 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS
Adway Patra;Alexander Barg
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引用次数: 0

摘要

我们考虑分布式存储系统中节点间的连接受图约束的代码再生问题。在这个问题中,故障节点下载存储在图的一个顶点子集的信息,以恢复丢失的数据。与标准设置相比,在图上重新生成代码有两个额外的特性。修复信息在网络中移动,节点修复的成本由从辅助节点到故障节点的图形距离决定。因此,与故障节点附近的节点相比,远离故障节点的助手可能会提供更少的修复数据。我们分析了非均匀下载的再生代码在图上的修复。此外,在修复过程中,从辅助器移动到故障节点的信息可以通过中间处理进行组合,减少了修复带宽。我们推导了图上节点修复通信复杂度的下界,包括具有非均匀下载和中间处理的修复方案,并构造了达到这些下界的代码。此外,一些节点可能充当对手,在网络中移动的数据中引入错误。对于存在对抗节点的图的修复,我们构建了支持节点修复和系统节点纠错的代码。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Generalized Regenerating Codes and Node Repair on Graphs
We consider regenerating codes in distributed storage systems where connections between the nodes are constrained by a graph. In this problem, the failed node downloads the information stored at a subset of vertices of the graph for the purpose of recovering the lost data. Compared to the standard setting, regenerating codes on graphs address two additional features. The repair information is moved across the network, and the cost of node repair is determined by the graphical distance from the helper nodes to the failed node. Accordingly, the helpers far away from the failed node may be expected to contribute less data for repair than the nodes in the neighborhood of that node. We analyze regenerating codes with nonuniform download for repair on graphs. Moreover, in the process of repair, the information moved from the helpers to the failed node may be combined through intermediate processing, reducing the repair bandwidth. We derive lower bounds for communication complexity of node repair on graphs, including repair schemes with nonuniform download and intermediate processing, and construct codes that attain these bounds. Additionally, some of the nodes may act as adversaries, introducing errors into the data moved in the network. For repair on graphs in the presence of adversarial nodes, we construct codes that support node repair and error correction in systematic nodes.
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来源期刊
IEEE Transactions on Information Theory
IEEE Transactions on Information Theory 工程技术-工程:电子与电气
CiteScore
5.70
自引率
20.00%
发文量
514
审稿时长
12 months
期刊介绍: The IEEE Transactions on Information Theory is a journal that publishes theoretical and experimental papers concerned with the transmission, processing, and utilization of information. The boundaries of acceptable subject matter are intentionally not sharply delimited. Rather, it is hoped that as the focus of research activity changes, a flexible policy will permit this Transactions to follow suit. Current appropriate topics are best reflected by recent Tables of Contents; they are summarized in the titles of editorial areas that appear on the inside front cover.
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