广播媒体上无新来者分布式缓存的信息流图

Sandra Zimmermann, Paul Schwenteck, Willi Meißner, Christian L. Vielhaus, Juan A. Cabrera, F. Fitzek, M. Reisslein
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引用次数: 0

摘要

在使用无所不知的控制器的数据中心中用新节点(新节点)替换故障存储节点时,存储和修复流量之间的权衡是很容易理解的。然而,在边缘存储设置中,新来者并不容易获得,因此需要没有新来者的弹性数据存储(缓存)。边缘存储节点通常可以通过广播无线媒体进行通信,这可以利用网络编码来减少传输的修复流量。在广播媒体上使用随机线性网络编码(RLNC)修复无新来者的弹性分布式缓存,它不需要无所不知的控制器,以前没有研究过。我们开发了一个信息论模型来描述在没有新来者的RLNC广播设置中存储数据和传输修复数据之间理论上可实现的权衡。具体来说,我们制定了一个信息流图(FG)模型,并确定了结果FG中的所有切割。我们通过仿真验证了理论FG模型,证明实际可实现的权衡接近理论权衡。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Information Flow Graph for Distributed Caching without Newcomers over a Broadcast Medium
The trade-offs between storage and repair traffic for replacing failed storage nodes with new nodes (newcomers) in data centers with an omniscient controller are well understood. However, in edge storage settings, newcomers are not readily available, necessitating resilient data storage (caching) without newcomers. Edge storage nodes can often communicate via a broadcast wireless medium, which can be exploited to reduce the transmitted repair traffic via network coding. Repairs for resilient distributed caching without newcomers over a broadcast medium with Random Linear Network Coding (RLNC), which does not require an omniscient controller, have not been previously studied. We develop an information-theoretic model to characterize the theoretically achievable trade-offs between stored data and transmitted repair data in the RLNC broadcast setting without newcomers. Specifically, we formulate an Information Flow Graph (FG) model and identify all cuts in the resulting FG. We validate the theoretical FG model with simulations that demonstrate that the practically achievable trade-offs are close to the theoretical trade-offs.
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